{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 39,
   "id": "5c5df99a-fc26-4824-bdb1-753cc8d89600",
   "metadata": {},
   "outputs": [],
   "source": [
    " %matplotlib inline\n",
    "\n",
    "import os\n",
    "import pickle\n",
    "import numpy as np\n",
    "\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "id": "2484ed82-bd9b-401a-93b9-bd16158c696e",
   "metadata": {},
   "outputs": [],
   "source": [
    "op_time_path = \"readable_records/resnet-18-v2-autotuning_with_time.pkl\"\n",
    "en_time_path = \"readable_records/resnet-18-v2-autotuning_with_energy.pkl\"\n",
    "\n",
    "with open(op_time_path, 'rb') as f:\n",
    "    raw_op_time_dict = pickle.load(f)\n",
    "    \n",
    "with open(en_time_path, 'rb') as f:\n",
    "    raw_en_time_dict = pickle.load(f)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "id": "9a9e2d95-c7b6-4ce3-aab7-00ffb2b83213",
   "metadata": {},
   "outputs": [],
   "source": [
    "op_time_dict = {}\n",
    "en_time_dict = {}\n",
    "\n",
    "layer_type = {}\n",
    "for t in list(raw_op_time_dict.keys()):\n",
    "    layer = t[0].split('_')[0]\n",
    "    if layer not in layer_type:\n",
    "        layer_type[layer] = 0\n",
    "    layer_type[layer] += 1\n",
    "    op_time_dict[\"{}_{}\".format(layer, layer_type[layer])] = raw_op_time_dict[t]\n",
    "    \n",
    "layer_type = {}\n",
    "for t in list(raw_en_time_dict.keys()):\n",
    "    layer = t[0].split('_')[0]\n",
    "    if layer not in layer_type:\n",
    "        layer_type[layer] = 0\n",
    "    layer_type[layer] += 1\n",
    "    en_time_dict[\"{}_{}\".format(layer, layer_type[layer])] = raw_en_time_dict[t]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 308,
   "id": "1203da5a-668d-4a3b-af6f-36cbe9b1ca03",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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gREZG4tKlSya3e3fv3v3E8bVr1w4tW7bE7t278e677xqTOoVCgR9//NE40/dJCIVCAHgm339QUBBsbGxq9BhGhdu3b1f6RxghNUWJHyGPcOXKlSqfo2ndujUcHR3Namv9+vV4/vnn0adPH7z11lvw8vJCSUkJbt26hV9++QUnTpx45PFcLhcfffQR3nzzTYwdOxbTpk1DUVERPvroI7i6upo851Rh0KBB8PX1RWxsLCZNmlTp+bRHmTZtGlavXo2JEydCLBZj/PjxJvunT58OsViMoKAguLq6Ijs7G6tWrYJMJkO3bt1q3M+ztHz5csTExKB3796YO3cu2rVrh7KyMty5cwdHjhzBxo0bH7mAcf/+/bF8+fJKa8CtWrUKgwYNQnBwMN59910IBAJs2LABV65cwZ49eyqNNJ0/fx5vvPEGxo0bh3v37uH9999Hy5YtMWvWLGOdzp0748CBA/j2228REBAALpf7zNaULC4uxrBhwyAWi/Huu+/i/PnzJvsrFtWu6TU9b948bN26FS+++CI+/vhjODs7Izo6Gn///fcTx8jlchEZGYnQ0FAMHz4cb775JtRqNdasWYOioqKnerNKp06dAACbN2+GlZUVRCIRvL29q3yk42lZWlriq6++QlhYGAoKCjB27Fg4OTkhNzcXly5dQm5uLr799ltjfYPBgL/++svktjsh5qDEj5BHeO2116osj4qKMhmdqQlfX18kJSVhxYoV+OCDD5CTkwMbGxu0adPGZLLCo8yYMQMcDgeRkZEYPXo0vLy8sHjxYvz888/IyMio8phXXnkFy5Ytq/FoQoW2bduid+/eOHPmDEJDQyGTyUz29+nTB9u3b8f333+PwsJCODg44Pnnn8fOnTvNToqfFVdXV5w/fx4rVqzAmjVrcP/+fVhZWcHb2xtDhgx57CjgxIkTERERgcOHDxvXegOAfv364cSJE4iIiMDUqVNhMBjg7++PQ4cOVZpwAZS/euu7777DhAkToFarERwcjPXr15s8DxYeHo6rV6/iP//5D+RyOVj5Kgy192U8QkFBgfEW6qBBgyrtr3ijRU2vaRcXF5w8eRLh4eF46623IJFIMHr0aHz99dc1eua0OhMnToRUKsWqVaswfvx48Hg89OzZE7Gxsejdu/cTt+vt7Y1169Zh/fr16N+/P/R6PbZt22byjGttmjRpEjw8PBAZGYk333wTJSUlcHJyQpcuXSr1GRcXB7lcXmmCECE1Ra9sI6SRKyoqQtu2bTFq1Kgqb8kFBgaCw+Hg3Llz9RBd0/PSSy9Bp9Pht99+M/vYilcBnjt3rkG8EYY0PpMnT8bt27cRHx9f36GQRopG/AhpRLKzs/HJJ58gODgY9vb2uHv3Lr744guUlJQgPDzcWK+4uBhXrlzBr7/+igsXLuCnn36qx6ibllWrVqFr1644d+5cg72lTZqmtLQ07Nu377GPhRDyKJT4EdKICIVC3LlzB7NmzUJBQQEkEgl69uyJjRs3GpckAYCkpCRjchgREYFRo0bVX9BNTKdOnbBt27anmpFKyJPIyMjA119/bXyFHSFPgm71EkIIIYQ0E7SAMyGEEEJIM0GJHyGEEEJIM0GJHyGEEEJIM0GTO6pgMBjw4MEDWFlZNchX/BBCCCGk+WKMoaSkBC1atKhy8f5HocSvCg8ePIC7u3t9h0EIIYQQUq179+498m1DVan3xG/Dhg1Ys2YNsrKy0LFjR6xbtw59+vSpsm5WVhbeeecdXLhwATdv3sTcuXOxbt26atveu3cvXn31VYwcORIHDx6scUxWVlYAyr9Qa2trc06HEEIIIaROFRcXw93d3ZivmKNeE799+/Zh3rx52LBhA4KCgrBp0yYMHToUqamp8PDwqFRfrVbD0dER77//Pr744otHtn337l28++671SaRj1Jxe9fa2poSP0IIIYQ0SE/yOFq9Tu74/PPP8frrr+ONN95Ahw4dsG7dOri7u5u8kPqfvLy8sH79ekyZMqXSe0P/Sa/XIzQ0FB999BFatWpVV+ETQgghhDQq9Zb4aTQaXLhwASEhISblISEhOHPmzFO1vXz5cjg6OuL1119/qnYIIYQQQpqServVm5eXB71eD2dnZ5NyZ2fnp3oVUnx8PLZs2YLk5OQaH6NWq6FWq43bxcXFT9w/IYQQQkhDVe+TO/59f5ox9sRLqJSUlGDSpEmIioqCg4NDjY9btWoVPvroI7P70+v10Gq1Zh9HCGnc+Hw+eDxefYdBCCFmq7fEz8HBATwer9LoXk5OTqVRwJpKS0vDnTt38NJLLxnLDAYDAMDCwgLXr19H69atKx23ZMkSLFiwwLhdMVumOowxZGdno6io6IniJIQ0fjY2NnBxcaG1PgkhjUq9JX4CgQABAQGIiYnB6NGjjeUxMTEYOXLkE7XZvn17pKSkmJR98MEHKCkpwfr166tN5oRCIYRCYY37qUj6nJycIJFI6Ac/Ic0IYwxKpRI5OTkAAFdX13qOiBBCaq5eb/UuWLAAkydPRmBgIHr16oXNmzcjIyMDM2fOBFA+EpeZmYmdO3caj6l4dq+0tBS5ublITk6GQCCAr68vRCIROnXqZNKHjY0NAFQqf1J6vd6Y9Nnb29dKm4SQxkUsFgMov0Ph5OREt30JIY1GvSZ+48ePR35+PpYvX46srCx06tQJR44cgaenJ4DyBZszMjJMjunatavxvy9cuIDdu3fD09MTd+7ceSYxVzzTJ5FInkl/hJCGqeJngFarpcSPENJocBhjrL6DaGiKi4shk8kgl8srLeBcVlaG9PR0eHt7QyQS1VOEhJD6Rj8LCCFVUhUCijxA6gCIbeuki0flKY9T77N6CSGEEEKahIxEIPFboKwIENkAPd8CPHrWd1Qm6vXNHYTURP/+/TFv3rz6DoM0MHRdEEIaFFVhedKnzAcsncv/TPy2vLwBocSPPDNRUVHo06cPbG1tYWtri4EDB+Kvv/6q1T4OHDiAwYMHw8HBARwOx6yFvEn9eBbXBYfDqfKzZs2aWu2HENKMKfLKR/qsWwB8cfmfZUWAIr++IzNBiR95ZuLi4vDqq68iNjYWCQkJ8PDwQEhICDIzM2utD4VCgaCgIHz66ae11iapW8/iusjKyjL5bN26FRwOB2PGjKm1PgghzZzUofz2bvEDQKsq/1NkA0gb1goglPg1IwaDAatXr4aPjw+EQiE8PDzwySefAABSUlIwYMAAiMVi2NvbY8aMGSgtLTUeO3XqVIwaNQpr166Fq6sr7O3t8fbbbxtnOS9ZsgQ9e1Z+jsHPzw8REREAgOjoaMyaNQtdunRB+/btERUVBYPBgOPHjxvrKxQKTJkyBZaWlnB1dcVnn31m1jlOnjwZH374IQYOHGj299NcNYfrwsXFxeTz888/Izg4GK1atTL7+yKEkH8qU2hRmK1AmcGy/Jk+iT1Q+rD8z55v1dkEjydFiV89kyu1SMsthVxZ969+W7JkCVavXo2lS5ciNTUVu3fvhrOzM5RKJYYMGQJbW1ucO3cO+/fvx7FjxzB79myT42NjY5GWlobY2Fjs2LED27dvx/bt2wEAoaGhOHv2LNLS0oz1r169ipSUFISGhlYZj1KphFarhZ2dnbFs4cKFiI2NxU8//YSjR48iLi4OFy5cqP0vowEzKLXQ5ipheAbXBND8rouHDx/i8OHDeP3115/oeEIIqZB1qwhx0dfx594biIu+jixNe+CldcCwz8r/bGATOwAAjFQil8sZACaXyyvtU6lULDU1lalUqqfu51x6Pntr13kWGpXI3tp1np1Lz3/qNqtTXFzMhEIhi4qKqrRv8+bNzNbWlpWWlhrLDh8+zLhcLsvOzmaMMRYWFsY8PT2ZTqcz1hk3bhwbP368cdvPz48tX77cuL1kyRLWrVu3amOaNWsWa926tfG7LCkpYQKBgO3du9dYJz8/n4nFYhYeHm7W+aanpzMA7OLFi2YdV9/K0otY3q5UlhN1meXtSmVl6UV12l9zuy4YY2z16tXM1tb2qf8frs2fBYSQxkdVqmG/bUphBz6/wI5uvcIOfH6B/bYphalKNXXe96PylMehEb96IldqsTU+HQUKLRyshChQlG/X1cjftWvXoFar8cILL1S5z9/fH1Kp1FgWFBQEg8GA69evG8s6duxoslCtq6ur8bVVQPnoTnR0NIDy11rt2bOn2lGdyMhI7NmzBwcOHDCugZaWlgaNRoNevXoZ69nZ2aFdu3ZPeNaNi0GpRWn8AxgUWvCs+DAo/rddhyN/zfG62Lp1K0JDQ2ntPUJIzagKgbyblWbnqko0UCu1sLQRwkLAg6WNEGqlFmWlz+ZuzZOixK+e5CnUKFbp4CITQcznwUUmQrFKh3yFuk76q3jFVFUYY9W+b/if5Xw+v9I+g8Fg3J44cSJu3LiBpKQknDlzBvfu3cOECRMqtbl27VqsXLkSR48ehZ+fn0kczZleoYVBpQNPJgCHzwNPJoBBpYNeUXc/RJrbdXHq1Clcv34db7zxRq21SQhpwjISgV/mAUfeLf8zI9G4S2wlgFDCR2mRGjqNHqVFagglfIgs+dU21xBQ4ldPHKRCWIstkC0vg0qrR7a8DNZiC9hLhXXSX5s2bSAWi00emK/g6+uL5ORkKBQKY1l8fDy4XC7atm1b4z7c3NzQt29fREdHIzo6GgMHDoSzs7NJnTVr1mDFihX4/fffERgYaLLPx8cHfD4fiYn//z9WYWEhbty4UeMYGjOelA+u2AJ6uQZMq4dergFXbAGetO5+iDS362LLli0ICAiAv7+/2ccSQpqZx6zLJ5Ly4T/ADWKpAEq5BmKpAP4D3CCqw5/ZtYHe3FFPZBI+pgV5Y2t8OvJK1LCTlm/LJHVzwYhEIixatAjvvfceBAIBgoKCkJubi6tXryI0NBQREREICwvDsmXLkJubizlz5mDy5MmVfkE/TmhoKJYtWwaNRoMvvvjCZF9kZCSWLl2K3bt3w8vLC9nZ2QAAS0tL4+f111/HwoULYW9vD2dnZ7z//vvgcmv+75OCggJkZGTgwYMHAGC8JVkxm7Mh40r4sAxqgdL4B9CXaMGVlm9z6+iaAJrPdQGUv+Jo//79Zs8IJoQ0U1Wty1f6sHxdvv/N1HX1sYGtqxRlpVqILPkNPukDQJM7qvKsJncwxliRQsPSckpYkaLuHwbV6/Xs448/Zp6enozP5zMPDw+2cuVKxhhjly9fZsHBwUwkEjE7Ozs2ffp0VlJSYjw2LCyMjRw50qS98PBw1q9fP5OywsJCJhQKmUQiMTmeMcY8PT0ZgEqfiIgIY52SkhI2adIkJpFImLOzM4uMjGT9+vWr8UP827Zte2wfDZ1eoWGaHAXTP4NrgrHmcV0wxtimTZuYWCxmRUW1M2GGJncQ0sQpCxjbN4WxbS8y9uP08j/3TSkvr2dPM7mDw1gzf7CqCo96+TG9mJ0QAtDPAkKahQb67t1H5SmPQ7d6CSGEEEKq4tETcGxXfntXat/gFmN+EpT4kUbj1KlTGDp0aLX7//lGCdJ80HVBCKlTYtsmkfBVoMSPNBqBgYFITk6u7zBIA0PXBSGE1BwlfqTREIvF8PHxqe8wSAND1wUhhNScWYkfYwwnT57EqVOncOfOHSiVSjg6OqJr164YOHAg3N3d6ypOQgghhBDylGq0EJZKpcLKlSvh7u6OoUOH4vDhwygqKgKPx8OtW7cQEREBb29vDBs2zGSRVUIIIYQQ0nDUaMSvbdu26NGjBzZu3IjBgwdXekUTANy9exe7d+/G+PHj8cEHH2D69Om1HiwhhBBCCHlyNUr8fvvtN3Tq1OmRdTw9PbFkyRK88847uHv3bq0ERwghhBBCak+NbvU+Lun7J4FAgDZt2jxxQIQQQgghpG6Y97LL/zl16hQmTZqEXr16ITMzEwDw3Xff4fTp07UaHCEA0L9/f8ybN6++wyANDF0XhBBiPrMTvx9//BGDBw+GWCzGxYsXoVarAQAlJSVYuXJlrQdImo6oqCj06dMHtra2sLW1xcCBA/HXX3/VWvtarRaLFi1C586dIZVK0aJFC0yZMgUPHjyotT5I7avr6wIoX8R59uzZcHNzg1gsRocOHfDtt9/Wah+EENIYmJ34ffzxx9i4cSOioqJMJnn07t0bSUlJtRocaVri4uLw6quvIjY2FgkJCfDw8EBISIhx1PhpKZVKJCUlYenSpUhKSsKBAwdw48YNjBgxolbaJ3Wjrq8LAJg/fz5+//137Nq1C9euXcP8+fMxZ84c/Pzzz7XWByGENAZmJ37Xr19H3759K5VbW1ujqKioNmIidcRgMGD16tXw8fGBUCiEh4cHPvnkEwBASkoKBgwYALFYDHt7e8yYMcPkVVdTp07FqFGjsHbtWri6usLe3h5vv/02tFotAGDJkiXo2bPyi6v9/PwQEREBAIiOjsasWbPQpUsXtG/fHlFRUTAYDDh+/LixvkKhwJQpU2BpaQlXV1d89tlnNT4/mUyGmJgYvPLKK2jXrh169uyJr776ChcuXEBGRsYTfWfNQVO/LgAgISEBYWFh6N+/P7y8vDBjxgz4+/vj/PnzZn9fhBDSmJmd+Lm6uuLWrVuVyk+fPo1WrVrVSlDNiqoQyLtZ/mcdW7JkCVavXo2lS5ciNTUVu3fvhrOzM5RKJYYMGQJbW1ucO3cO+/fvx7FjxzB79myT42NjY5GWlobY2Fjs2LED27dvx/bt2wEAoaGhOHv2LNLS0oz1r169ipSUFISGhlYZj1KphFarhZ2dnbFs4cKFiI2NxU8//YSjR48iLi4OFy5ceOJzlsvl4HA4sLGxeeI2njWVSoW8vDyoVKpn0l9zuC6ef/55HDp0CJmZmWCMITY2Fjdu3MDgwYPN+KYIIaQJYGZavXo18/X1ZYmJiczKyoqdOnWK7dq1izk6OrKvvvrK3OYaJLlczgAwuVxeaZ9KpWKpqalMpVI9fUd3ExjbN4WxHSPK/7yb8PRtVqO4uJgJhUIWFRVVad/mzZuZra0tKy0tNZYdPnyYcblclp2dzRhjLCwsjHl6ejKdTmesM27cODZ+/Hjjtp+fH1u+fLlxe8mSJaxbt27VxjRr1izWunVr43dZUlLCBAIB27t3r7FOfn4+E4vFLDw83OxzVqlULCAggIWGhpp9bH25e/cu27dvH9uxYwfbt28fu3v3bp3211yuC7VazaZMmcIAMAsLCyYQCNjOnTtrdGx1avVnASGEmOFRecrjmD3i995772HUqFEIDg5GaWkp+vbtizfeeANvvvlmpZEA8giqQiDxW0CZD1g6l/+Z+G2djfxdu3YNarUaL7zwQpX7/P39IZVKjWVBQUEwGAy4fv26saxjx47g8XjGbVdXV+Tk5Bi3Q0NDER0dDaD89X579uypdlQnMjISe/bswYEDByASiQAAaWlp0Gg06NWrl7GenZ0d2rVrZ/b5arVaTJgwAQaDARs2bDD7+PqgUqmQmJgIpVIJS0tLKJVKJCYm1unIX3O5Lr788kskJibi0KFDuHDhAj777DPMmjULx44dq3EbhBDSFJj1rt4Kn3zyCd5//32kpqbCYDDA19cXlpaWtR1b06bIA8qKAOsWAF9c/mfpQ0CRD4hta707sVhc7T7GGDgcTpX7/ln+7ze2cDgcGAwG4/bEiROxePFiJCUlQaVS4d69e5gwYUKlNteuXYuVK1fi2LFj8PPzM4mjNmi1WrzyyitIT0/HiRMnYG1tXSvt1jWFQoGysjJYW1uDz+fD2toapaWlUCgUj/z7exrN4bpQqVT4z3/+g59++gkvvvgigPJnDJOTk7F27VoMHDjwqdonhJDG5InW8QMAiUSCwMBAdO/e/amSvg0bNsDb2xsikQgBAQE4depUtXWzsrIwceJEtGvXDlwut8o1vJ7F0hC1QuoAiGyA4geAVlX+p8gGkNrXSXdt2rSBWCw2eWC+gq+vL5KTk6FQKIxl8fHx4HK5aNu2bY37cHNzQ9++fREdHY3o6GgMHDgQzs7OJnXWrFmDFStW4Pfff0dgYKDJPh8fH/D5fJP3PRcWFuLGjRs1jqEi6bt58yaOHTsGe/u6+T7rglQqhUgkQnFxMbRaLYqLiyESiUxG3Gpbc7gutFottFotuFzTH3c8Hs8kQSWEkOagRiN+L7/8co0bPHDgQI3r7tu3D/PmzcOGDRsQFBSETZs2YejQoUhNTYWHh0el+mq1Go6Ojnj//ffxxRdfVNlmxdIQvXv3hkgkQmRkJEJCQnD16lW0bNmyxrHVObEt0POt8tu7pQ8BiX35dh2M9gGASCTCokWL8N5770EgECAoKAi5ubm4evUqQkNDERERgbCwMCxbtgy5ubmYM2cOJk+eXOkX9OOEhoZi2bJl0Gg0lf6OIiMjsXTpUuzevRteXl7Izs4GAFhaWho/r7/+OhYuXAh7e3s4Ozvj/fffr/QLuzo6nQ5jx45FUlISfv31V+j1emMfdnZ2EAgEZp3LsyYWi9GzZ08kJiaitLQUEokEPXv2rLPRPqB5XBfW1tbo168fFi5cCLFYDE9PT5w8eRI7d+7E559/btZ5EEJIo1eTBwGnTp1a4485unfvzmbOnGlS1r59e7Z48eLHHtuvX78aPdit0+mYlZUV27FjR43jemaTOxhjTFnAWO7N8j/rmF6vZx9//DHz9PRkfD6feXh4sJUrVzLGGLt8+TILDg5mIpGI2dnZsenTp7OSkhLjsWFhYWzkyJEm7YWHh7N+/fqZlBUWFjKhUMgkEonJ8Ywx5unpyQBU+kRERBjrlJSUsEmTJjGJRMKcnZ1ZZGRkjf+u09PTq2wfAIuNjTXnq6pXSqWS5ebmMqVS+Uz6a+rXBWOMZWVlsalTp7IWLVowkUjE2rVrxz777DNmMBhq/D39G03uIITUl6eZ3MFhrJYerDKTRqOBRCLB/v37MXr0aGN5eHg4kpOTcfLkyUce379/f3Tp0gXr1q17ZL2SkhI4OTlh//79GD58eI1iKy4uhkwmg1wur/R8WFlZGdLT0423pwkhzRP9LCCE1JdH5SmP80STO2pDXl4e9Hp9pVtGzs7Oxls9tWHx4sVo2bLlIx/gVqvVxlfPAeVfKCGEEEJIU2N24uft7V3tTD8AuH37tlnt/bst9oiZhOaqWBoiLi7ukf8iX7VqFT766KNa6ZPUnVOnTmHo0KHV7v/nGyVI80HXBSGE1JzZid+/Z9JqtVpcvHgRv//+OxYuXFjjdhwcHMDj8SqN7uXk5Jj94HhVqlsaoipLlizBggULjNvFxcVwd3d/6hhI7QoMDERycnJ9h0EaGLouCCGk5sxO/MLDw6ss/+abb8x676VAIEBAQABiYmJMnvGLiYnByJEjzQ3LxJo1a/Dxxx/jjz/+qLQ0RFWEQiGEQuFT9Unqnlgsho+PT32HQRoYui4IIaTmnngdv38bOnQofvzxR7OOWbBgAf773/9i69atuHbtGubPn4+MjAzMnDkTQPlI3JQpU0yOSU5ORnJyMkpLS5Gbm4vk5GSkpqYa90dGRuKDDz7A1q1bjUtDZGdn0+0eQgghhDR7tTa544cffjB5qXpNjB8/Hvn5+Vi+fDmysrLQqVMnHDlyBJ6engDKF2zOyMgwOaZr167G/75w4QJ2794NT09P3LlzB0D5gtAajQZjx441OS4iIgLLli0z/8QIIYQQQpoIsxO/rl27mky+YIwhOzsbubm5T/RO1FmzZmHWrFlV7tu+fXulssetPlORABJCCCGEEFNmJ36jRo0y2eZyuXB0dET//v3Rvn372oqLEEIIIYTUMrMTv4iIiLqIgxBCCCGE1LEnesZPr9fj4MGDuHbtGjgcDnx9fTFixAjweLzajo+QGr+lhTQvdF0QQoj5zJ7Ve+vWLXTo0AFTpkzBgQMH8MMPP2DSpEno2LEj0tLS6iJG0kRERUWhT58+sLW1ha2tLQYOHIi//vqrVvtYtmwZ2rdvD6lUauzj7NmztdoHqV3P4rp4+PAhpk6dihYtWkAikWDIkCG4efNmrfZBCCGNgdmJ39y5c9G6dWvcu3cPSUlJuHjxIjIyMuDt7Y25c+fWRYykiYiLi8Orr76K2NhYJCQkwMPDAyEhIcjMzKy1Ptq2bYuvv/4aKSkpOH36NLy8vBASEoLc3Nxa64PUrrq+LhhjGDVqFG7fvo2ff/4ZFy9ehKenJwYOHAiFQlErfRBCSKPBzCSRSNjly5crlScnJzOpVGpucw2SXC5nAJhcLq+0T6VSsdTUVKZSqeohsqej1+vZp59+ylq3bs0EAgFzd3dnH3/8MWOMscuXL7Pg4GAmEomYnZ0dmz59OispKTEeGxYWxkaOHMnWrFnDXFxcmJ2dHZs1axbTaDSMMcYWL17MevToUanPzp07sw8//LDKeHQ6HbOysmI7duwwlpWWlrLJkyczqVTKXFxc2Nq1a1m/fv1YeHj4E51zxd/lsWPHnuj45qCpXxfXr19nANiVK1dM+rCzs2NRUVE1+o6q0ph/FhBCGrdH5SmPY/aIn1AoRElJSaXy0tJSCASCp05Emxu5Wo50eTrkanmd97VkyRKsXr0aS5cuRWpqKnbv3g1nZ2colUoMGTIEtra2OHfuHPbv349jx45h9uzZJsfHxsYiLS0NsbGx2LFjB7Zv325ccic0NBRnz541ud1/9epVpKSkIDQ0tMp4lEoltFqtyfqPCxcuRGxsLH766SccPXoUcXFxuHDhwhOdr0ajwebNmyGTyeDv7/9EbdQHrVYOheI2tNq6vyaApn9dqNVqADB5XzePx4NAIMDp06dr1AYhTZ1cqUVabinkSm19h0LqmrmZ4uTJk1nHjh1ZYmIiMxgMzGAwsISEBNapUycWFhZmdubZED2rEb+kh0lsQewC9sYfb7AFsQtY0sOkp26zOsXFxUwoFFY5wrF582Zma2vLSktLjWWHDx9mXC6XZWdnM8bKR3Y8PT2ZTqcz1hk3bhwbP368cdvPz48tX77cuL1kyRLWrVu3amOaNWsWa926tfG7LCkpYQKBgO3du9dYJz8/n4nFYrNG/H755RcmlUoZh8NhLVq0YH/99VeNj61vhYXn2OWU2exC0mR2OWU2Kyw8V6f9NYfrQqPRME9PTzZu3DhWUFDA1Go1W7VqFQPAQkJCHnt8dWjEjzQV59Lz2Vu7zrPQqET21q7z7Fx6fn2HRB7jmY74ffnll2jdujV69eoFkUgEkUiEoKAg+Pj4YP369bWemDZVcrUcu1J3oVBdCAexAwrVhdiVuqvORv6uXbsGtVqNF154ocp9/v7+kEqlxrKgoCAYDAZcv37dWNaxY0eTmduurq7IyckxboeGhiI6OhpA+XNVe/bsqXZUJzIyEnv27MGBAweMIzFpaWnQaDTo1auXsZ6dnR3atWtn1rkGBwcjOTkZZ86cwZAhQ/DKK6+YxNlQabVy3Lu/AxpNAQQCR2g0Bbh3f0edjvw1h+uCz+fjxx9/xI0bN2BnZweJRIK4uDgMHTqUViIgzZ5cqcXW+HQUKLRwsBKiQFG+TSN/TZfZy7nY2Njg559/xs2bN/H333+DMQZfX196SbqZCsoKUKwphrPEGSILEZwlzshT5aGwrBAyoazW+xOLxdXuY4yZvI3ln/5ZzufzK+0zGAzG7YkTJ2Lx4sVISkqCSqXCvXv3MGHChEptrl27FitXrsSxY8fg5+dnEkdtkEql8PHxgY+PD3r27Ik2bdpgy5YtWLJkSa20X1c0mnxotXIIhS7g8UQQCl2g0eRCqy0An1/71wTQfK6LgIAAJCcnQy6XQ6PRwNHRET169EBgYOBTt01IY5anUKNYpYOLTAQxnwcXmQh5JWrkK9SQSfiPb4A0OmaP+FVo06YNXnrpJYwYMYKSvidgJ7KDtcAaD5UPUaYrw0PlQ1gLrGErsq2T/tq0aQOxWIzjx49X2ufr64vk5GSTGY7x8fHgcrlo27Ztjftwc3ND3759ER0djejoaAwcOBDOzs4mddasWYMVK1bg999/r/RL18fHB3w+H4mJicaywsJC3Lhxo8YxVIUxZnzOqyETCOzB58ugVmdDry+DWp0NPl8GPt+8d2Cbo7ldFzKZDI6Ojrh58ybOnz+PkSNHmt0GIU2Jg1QIa7EFsuVlUGn1yJaXwVpsAXupsL5DI3WkxiN+CxYseHxjFhZwcXHBCy+80Kgepq8PMqEMk3wnYVfqLuSp8mArtMUk30l1MtoHlD/YvmjRIrz33nsQCAQICgpCbm4url69itDQUERERCAsLAzLli1Dbm4u5syZg8mTJ1f6Bf04oaGhWLZsGTQaDb744guTfZGRkVi6dCl2794NLy8vZGdnAwAsLS2Nn9dffx0LFy6Evb09nJ2d8f7774PLrdm/TxQKBT755BOMGDECrq6uyM/Px4YNG3D//n2MGzfOrPOoD3y+DO5uYf+73ZsLgcAO7m5hdTbaBzSP6wIA9u/fD0dHR3h4eCAlJQXh4eEYNWoUQkJCzDoPQpoamYSPaUHe2BqfjrwSNeyk5ds02td01Tjxu3jx4mPrGAwG5OTkYOHChfjqq68wa9aspwquqevq1BWtZK1QWFYIW5FtnSV9FZYuXQoLCwt8+OGHePDgAVxdXTFz5kxIJBL88ccfCA8PR7du3SCRSDBmzBh8/vnnZvcxbtw4zJkzBzwer9J7nTds2ACNRoOxY8ealEdERGDZsmUAykd+SktLMWLECFhZWeGdd96BXF6zZ9x4PB7+/vtv7NixA3l5ebC3t0e3bt1w6tQpdOzY0exzqQ82NoGQStv87/auXZ0mfRWa+nUBAFlZWViwYAEePnwIV1dXTJkyBUuXLjX7PAhpigK97NDGyQr5CjXspUJK+po4DqutB6v+YceOHVi+fHmjfZNHcXExZDIZ5HI5rK2tTfaVlZUhPT0d3t7eJstDEEKaF/pZQAipL4/KUx7niZ/xe5Rhw4bBxsamLpomhBBCCCFPqEaJ36efflrjVxudPXsWf/311xMvuktIdU6dOmXy3Ne/P6R5ouuCEEJqrkbP+KWmpsLT0xPjxo3DiBEjEBgYCEdHRwCATqdDamoqTp8+jV27diErKws7d+6s06BJ8xQYGIjk5OT6DoM0MHRdEEJIzdUo8du5cycuX76Mb775BqGhoZDL5eDxeBAKhVAqlQCArl27YsaMGQgLC4NQSNPASe0Ti8W0dBCphK4LQgipuRrP6vXz88OmTZuwceNGXL58GXfu3IFKpYKDgwO6dOkCBweHuoyTEEIIIYQ8JbPf3MHhcODv70/r9BFCCCGENDJ1MquXEEIIIYQ0PJT4EUIIIYQ0E5T4EUIIIYQ0E5T4kQavf//+mDdvXn2HQRoYui4IIcR8lPiRZyYqKgp9+vSBra0tbG1tMXDgQPz111911t+bb74JDoeDdevW1Vkf5Ok9i+viwIEDGDx4MBwcHMDhcKpc90+tVmPOnDlwcHCAVCrFiBEjcP/+/VqNgxBC6pvZiZ9CocDSpUvRu3dv+Pj4oFWrViYfQqoTFxeHV199FbGxsUhISICHhwdCQkKQmZlZ630dPHgQZ8+eRYsWLWq9bVK7nsV1oVAoEBQUhE8//bTaOvPmzcNPP/2EvXv34vTp0ygtLcXw4cOh1+trLQ5CCKlvZid+b7zxBrZs2YI+ffpg9uzZCA8PN/mQhstgMGD16tXw8fGBUCiEh4cHPvnkEwBASkoKBgwYALFYDHt7e8yYMQOlpaXGY6dOnYpRo0Zh7dq1cHV1hb29Pd5++21otVoAwJIlS9CzZ89Kffr5+SEiIgIAEB0djVmzZqFLly5o3749oqKiYDAYcPz4cWN9hUKBKVOmwNLSEq6urvjss8/MPs/MzEzMnj0b0dHR4PP5Zh/f3DSH62Ly5Mn48MMPMXDgwCr3y+VybNmyBZ999hkGDhyIrl27YteuXUhJScGxY8fM6osQQho0ZiaZTMZOnz5t7mGNilwuZwCYXC6vtE+lUrHU1FSmUqlqpS9dURErS7vNdEVFtdLeo7z33nvM1taWbd++nd26dYudOnWKRUVFMYVCwVq0aMFefvlllpKSwo4fP868vb1ZWFiY8diwsDBmbW3NZs6cya5du8Z++eUXJpFI2ObNmxljjKWkpDAA7NatW8Zjrly5wgCw69evVxlPcXExE4lE7JdffjGWvfXWW8zNzY0dPXqUXb58mQ0fPpxZWlqy8PDwGp2jXq9nwcHBbN26dYwxxjw9PdkXX3xh3hdVzwo1WnZToWKFGu0z6a85XBcV0tPTGQB28eJFk/Ljx48zAKygoMCk3M/Pj3344YdVtlXbPwsIIaSmHpWnPI7ZiZ+XlxdLTU01u6PG5FklfooLF9i98HnsztTX2L3weUxx4cJTt1md4uJiJhQKWVRUVKV9mzdvZra2tqy0tNRYdvjwYcblcll2djZjrPwXvKenJ9PpdMY648aNY+PHjzdu+/n5seXLlxu3lyxZwrp161ZtTLNmzWKtW7c2fpclJSVMIBCwvXv3Guvk5+czsVhc41/wK1euZIMGDWIGg4Ex1vgSv7OFJeyNlNts3MWb7I2U2+xsYUmd9tdcrosK1SV+0dHRTCAQVKo/aNAgNmPGjCrbosSPEFJfnibxM/tW74oVK/Dhhx8a39FLnoxeLkfBzu+gLyyEhaMj9IWF5dtyeZ30d+3aNajVarzwwgtV7vP394dUKjWWBQUFwWAw4Pr168ayjh07gsfjGbddXV2Rk5Nj3A4NDUV0dDQAgDGGPXv2IDQ0tMp4IiMjsWfPHhw4cAAikQgAkJaWBo1Gg169ehnr2dnZoV27djU6xwsXLmD9+vXYvn07OBxOjY5pSIq0OkTdz0WBVg8nAR8FWj2i7ueiSKursz6bw3XxNBhjjfJaIoSQ6pid+H322Wf4448/4OzsjM6dO+O5554z+Zhrw4YN8Pb2hkgkQkBAAE6dOlVt3aysLEycOBHt2rUDl8utdimHH3/8Eb6+vhAKhfD19cVPP/1kdlx1TZdfAL1cDgtnZ3BFIlg4O0Mvl0NXUFAn/YnF4mr3PeqX2z/L//28HIfDgcFgMG5PnDgRN27cQFJSEs6cOYN79+5hwoQJldpcu3YtVq5ciaNHj8LPz88kjqdx6tQp5OTkwMPDAxYWFrCwsMDdu3fxzjvvwMvL66nafhbytDrIdXq4CvkQ87hwFfIh1+mRX4eJX3O4LmrCxcUFGo0GhYWFJuU5OTlwdnau8/4JIeRZMTvxGzVqFN555x28++67GDt2LEaOHGnyMce+ffswb948vP/++7h48SL69OmDoUOHIiMjo8r6arUajo6OeP/996t9V3BCQgLGjx+PyZMn49KlS5g8eTJeeeUVnD171txTrVMW9nbgyWTQPXwIQ1kZdA8fgieTwcLOrk76a9OmDcRisckD8xV8fX2RnJwMhUJhLIuPjweXy0Xbtm1r3Iebmxv69u2L6OhoREdHY+DAgZV+aa5ZswYrVqzA77//jsDAQJN9Pj4+4PP5SExMNJYVFhbixo0bNep/8uTJuHz5MpKTk42fFi1aYOHChfjjjz9qfB71xYFvAZkFD1lqLVR6A7LUWsgseLDnm/1K7RprDtdFTQQEBIDP5yMmJsZYlpWVhStXrqB379611g8hhNS72rznbK7u3buzmTNnmpS1b9+eLV68+LHH9uvXr8rne1555RU2ZMgQk7LBgwezCRMm1DiupviMH2OMLVu2jNna2rIdO3awW7dusYSEBPbf//6XKRQK5urqysaMGcNSUlLYiRMnWKtWrSo9xD9y5EiT9sLDw1m/fv1MyjZv3sxatGjBHBwc2HfffWeyb/Xq1UwgELAffviBZWVlGT8lJf//HNvMmTOZh4cHO3bsGEtJSWEjRox4oof4K9Azfo/XHK6L/Px8dvHiRXb48GEGgO3du5ddvHiRZWVlmfTh5ubGjh07xpKSktiAAQOYv7+/yfOL/0TP+BFC6sszndxR4fz58+y7775ju3btYklJSWYfr1arGY/HYwcOHDApnzt3Luvbt+9jj68u8XN3d2eff/65Sdnnn3/OPDw8ahzbM5/Ve/vZzOrV6/Xs448/Zp6enozP5zMPDw+2cuVKxhhjly9fZsHBwUwkEjE7Ozs2ffp0k1+8Nf0FX1hYyIRCIZNIJCbHM1aehAGo9ImIiDDWKSkpYZMmTWISiYQ5OzuzyMjIav+ua6KxJX6Mlc/qvfUMZ/U2h+ti27Ztj+1DpVKx2bNnMzs7OyYWi9nw4cNZRkZGtW1S4kcIqS9Pk/hxGDPvAZqcnBxMmDABcXFxsLGxAWMMcrkcwcHB2Lt3LxwdHWvUzoMHD9CyZUvEx8eb3EpZuXIlduzYYfLweFX69++PLl26VHorg0AgwPbt2zFx4kRj2e7du/Haa69BrVZX2ZZarTbZV1xcDHd3d8jlclhbW5vULSsrQ3p6uvG5REJI80Q/Cwgh9aW4uBgymazKPOVxzH7Gb86cOSguLsbVq1dRUFCAwsJCXLlyBcXFxZg7d665zVV6eJzVwiw6c9tctWoVZDKZ8ePu7v5U/RNCCCGENERmJ36///47vv32W3To0MFY5uvri2+++Qa//fZbjdtxcHAAj8dDdna2SfnTzqJzcXExu80lS5ZALpcbP/fu3Xvi/kndOXXqFCwtLav9kOaJrgtCCKk5s6cLGgyGKl+DxefzTZZweByBQICAgADExMRg9OjRxvKYmBizZwf/U69evRATE4P58+cby44ePfrImXlCoRBCofCJ+yTPRmBgIJKTk+s7DNLA0HVBCCE1Z3biN2DAAISHh2PPnj1o0aIFgPJ3o86fP7/KRWAfZcGCBZg8eTICAwPRq1cvbN68GRkZGZg5cyaA8pG4zMxM7Ny503hMxQ/40tJS5ObmIjk5GQKBAL6+vgCA8PBw9O3bF6tXr8bIkSPx888/49ixYzh9+rS5p0oaGLFYDB8fn/oOgzQwdF0QQkjNmZ34ff311xg5ciS8vLzg7u4ODoeDjIwMdO7cGbt27TKrrfHjxyM/Px/Lly9HVlYWOnXqhCNHjsDT0xNA+Tpa/17Tr2vXrsb/vnDhAnbv3g1PT0/cuXMHANC7d2/s3bsXH3zwAZYuXYrWrVtj37596NGjh7mnSgghhBDSpJg9q7dCTEwM/v77bzDG4Ovri4EDB9Z2bPXmUbNlaCYfIQSgnwWEkPrzNLN6n/iVAIMGDcKgQYOe9HBCCCGEEPKM1Sjx+/LLLzFjxgyIRCJ8+eWXj6z7JEu6EEIIIYSQulejxO+LL75AaGgoRCIRvvjii2rrcTgcSvwIIYQQQhqoGiV+6enpVf43Ic9CdW9pIc0bXReEEGI+sxdwXr58OZRKZaVylUqF5cuX10pQpGmKiopCnz59YGtrC1tbWwwcOBB//fVXrfYxdepUcDgck0/Pnj1rtQ9Su57FdXHgwAEMHjwYDg4O4HA4Va77t3nzZvTv3x/W1tbgcDgoKiqq1RgIIaQhMDvx++ijj1BaWlqpXKlU4qOPPqqVoEjTFBcXh1dffRWxsbFISEiAh4cHQkJCkJmZWav9DBkyBFlZWcbPkSNHarV9UruexXWhUCgQFBSETz/9tNo6SqUSQ4YMwX/+859a65cQQhoasxO/6t57e+nSJdjZ2dVKUKRuGAwGrF69Gj4+PhAKhfDw8MAnn3wCAEhJScGAAQMgFothb2+PGTNmmCT4U6dOxahRo7B27Vq4urrC3t4eb7/9NrRaLYDyxbarGlnz8/NDREQEACA6OhqzZs1Cly5d0L59e0RFRcFgMOD48ePG+gqFAlOmTIGlpSVcXV3x2WefmX2eQqEQLi4uxg9dl4/WHK6LyZMn48MPP3zkslPz5s3D4sWLaYSYENKk1Tjxs7W1hZ2dHTgcDtq2bQs7OzvjRyaTYdCgQXjllVfqMlbylJYsWYLVq1dj6dKlSE1Nxe7du+Hs7Gwc6bC1tcW5c+ewf/9+HDt2DLNnzzY5PjY2FmlpaYiNjcWOHTuwfft2bN++HQAQGhqKs2fPIi0tzVj/6tWrSElJQWhoaJXxKJVKaLVak8Rs4cKFiI2NxU8//YSjR48iLi4OFy5cMOs84+Li4OTkhLZt22L69OnIyckx6/jmprlcF4QQQgCwGtq+fTvbtm0b43A4bP369Wz79u3Gz+7du9mZM2dq2lSDJ5fLGQAml8sr7VOpVCw1NZWpVKpa6UtVqmEFWaVMVaqplfaqU1xczIRCIYuKiqq0b/PmzczW1paVlpYayw4fPsy4XC7Lzs5mjDEWFhbGPD09mU6nM9YZN24cGz9+vHHbz8+PLV++3Li9ZMkS1q1bt2pjmjVrFmvdurXxuywpKWECgYDt3bvXWCc/P5+JxWIWHh5eo/Pcu3cv+/XXX1lKSgo7dOgQ8/f3Zx07dmRlZWU1Or4hKFJo2K2cElakqNtrgrHmc11USE9PZwDYxYsXq60TGxvLALDCwsJHtlXbPwsIIaSmHpWnPE6NF3AOCwsDAHh7e6N3797g8/l1kog2J1m3inDpxH2olVoIJXz4D3CDq49NnfR17do1qNXqKt+nfO3aNfj7+0MqlRrLgoKCYDAYcP36dTg7OwMAOnbsCB6PZ6zj6uqKlJQU43ZoaCi2bt2KpUuXgjGGPXv2YN68eVXGExkZiT179iAuLs741oO0tDRoNBr06tXLWM/Ozg7t2rWr8XmOHz/e+N+dOnVCYGAgPD09cfjwYbz88ss1bqe+nL9TgK3x6ShW6WAttsC0IG8EetXdrermcl0QQggpZ/abO/r16we9Xo8ffvgB165dA4fDQYcOHTBy5EhYWDzxi0CanTKFFpdO3IdKoYGljRClRWpcOnEftq5SiKS1n1SLxeJq97FqntsEYFL+72Sfw+HAYDAYtydOnIjFixcjKSkJKpUK9+7dw4QJEyq1uXbtWqxcuRLHjh2Dn5+fSRy1zdXVFZ6enrh582att13b5Eottsano0ChhYtMhGx5GbbGp6ONkxVkkrr5h1ZzvS4IIaS5Mntyx5UrV9C2bVuEhYXhp59+woEDBxAWFoY2bdqY/CufPJqqRAO1UgtLGyEsBDxY2gihVmpRVqqtk/7atGkDsVhs8sB8BV9fXyQnJ0OhUBjL4uPjweVy0bZt2xr34ebmhr59+yI6OhrR0dEYOHCgcVSowpo1a7BixQr8/vvvCAwMNNnn4+MDPp+PxMREY1lhYSFu3LhR4xj+LT8/H/fu3YOrq+sTt/Gs5CnUKFbp4CITQcznwUUmQrFKh3yFus76bK7XBSGENFdmD9G98cYb6NixI86fPw9bW1sA5T+Ep06dihkzZiAhIaHWg2yKxFYCCCV8lBapjSN+YqkAIsu6GdkRiURYtGgR3nvvPQgEAgQFBSE3NxdXr15FaGgoIiIiEBYWhmXLliE3Nxdz5szB5MmTK/2CfpzQ0FAsW7YMGo2m0lteIiMjsXTpUuzevRteXl7Izs4GAFhaWho/r7/+OhYuXAh7e3s4Ozvj/fffB5dbs3+flJaWYtmyZRgzZgxcXV1x584d/Oc//4GDgwNGjx5t1nnUBwepENZiC2TLy4wjfnZSPuylwjrrszlcFwBQUFCAjIwMPHjwAABw/fp1ADDO/AaA7OxsZGdn49atWwDKZzRbWVnBw8ODZoYTQpoOcx8KFIlE7MqVK5XKU1JSmEgkMvshw4boWU3ueHCzkP22KYUd/CKJ/bYphT24WfjUbT6KXq9nH3/8MfP09GR8Pp95eHiwlStXMsYYu3z5MgsODmYikYjZ2dmx6dOns5KSEuOxYWFhbOTIkSbthYeHs379+pmUFRYWMqFQyCQSicnxjDHm6enJAFT6REREGOuUlJSwSZMmMYlEwpydnVlkZCTr169fjR7iVyqVLCQkhDk6OhrPLywsjGVkZJj1PdWnc+n57K1d51loVCJ7a9d5di49v877bOrXBWOMbdu27bF9REREVFln27ZtVbZJkzsIIfXlaSZ3cBgz7wGaLl264PPPP8eAAQNMyk+cOIHw8PAmcbu3uLgYMpkMcrkc1tbWJvvKysqQnp4Ob29v48PnT6NMUX57V2TJr5Nn+0jjI1dqka9Qw14qrLNn+8jTq+2fBYQQUlOPylMex+xbvStXrsTcuXOxbNky40KniYmJWL58OVavXo3i4mJjXXODaY5EUkr4iCmZhE8JHyGEkDphduI3fPhwAMArr7xinNlXMWj40ksvGbc5HA70en1txUkITp06haFDh1a7v6pXCZKmj64LQgipObMTv9jY2LqIg5DHCgwMRHJycn2HQRoYui4IIaTmnmgdP0Lqg1gsho+PT32HQRoYui4IIaTmnmjF5bKyMly+fBk5OTkmC7UCwIgRI2olMEIIIYQQUrvMTvx+//13TJkyBXl5eZX20XN9hBBCCCENl9lv7pg9ezbGjRuHrKwsGAwGkw8lfYQQQgghDZfZiV9OTg4WLFhg9sr9hBBCCCGkfpmd+I0dOxZxcXF1EAohhBBCCKlLZj/j9/XXX2PcuHE4deoUOnfuDD7fdKHZuXPn1lpwhABA//790aVLF6xbt66+QyGEEEIaNbMTv927d+OPP/6AWCxGXFyccRFnoHxyByV+pDpRUVHYuXMnrly5AgAICAjAypUr0b1791rt59q1a1i0aBFOnjwJg8GAjh074vvvv4eHh0et9kMIIYQ0Nmbf6v3ggw+wfPlyyOVy3LlzB+np6cbP7du36yJG0kTExcXh1VdfRWxsLBISEuDh4YGQkBBkZmbWWh9paWl4/vnn0b59e8TFxeHSpUtYunQpvUuVEEIIwRMkfhqNBuPHjweXa/ahpJ4ZDAasXr0aPj4+EAqF8PDwwCeffAIASElJwYABAyAWi2Fvb48ZM2aYvOpq6tSpGDVqFNauXQtXV1fY29vj7bffhlarBQAsWbLE+O7mf/Lz80NERAQAIDo6GrNmzUKXLl3Qvn17REVFwWAw4Pjx48b6CoUCU6ZMgaWlJVxdXfHZZ5+ZdY7vv/8+hg0bhsjISHTt2hWtWrXCiy++CCcnJ7O/L0IIIaSpMTt7CwsLw759++oiFlLHlixZgtWrV2Pp0qVITU3F7t274ezsDKVSiSFDhsDW1hbnzp3D/v37cezYMcyePdvk+NjYWKSlpSE2NhY7duzA9u3bsX37dgBAaGgozp49i7S0NGP9q1evIiUlBaGhoVXGo1QqodVqYWdnZyxbuHAhYmNj8dNPP+Ho0aOIi4vDhQsXanR+BoMBhw8fRtu2bTF48GA4OTmhR48eOHjwoHlfFCGEENJUMTPNmTOHyWQy1rdvXzZ79mw2f/58k09TIJfLGQAml8sr7VOpVCw1NZWpVKpa6UtVUsLyM+8xVUlJrbRXneLiYiYUCllUVFSlfZs3b2a2trastLTUWHb48GHG5XJZdnY2Y4yxsLAw5unpyXQ6nbHOuHHj2Pjx443bfn5+bPny5cbtJUuWsG7dulUb06xZs1jr1q2N32VJSQkTCARs7969xjr5+flMLBaz8PDwx55jVlYWA8AkEgn7/PPP2cWLF9mqVasYh8NhcXFxjz2eEHPU9s8CQgipqUflKY9j9ohfSkoKunbtCi6XiytXruDixYvGz5O8KH3Dhg3w9vaGSCRCQEAATp069cj6J0+eREBAAEQiEVq1aoWNGzdWqrNu3Tq0a9cOYrEY7u7umD9/PsrKysyOra5l/p2KmKivcXzrRsREfY3Mv1PrrK9r165BrVbjhRdeqHKfv78/pFKpsSwoKAgGgwHXr183lnXs2BE8Hs+47erqipycHON2aGgooqOjAQCMMezZs6fa0b7IyEjs2bMHBw4cMD5/l5aWBo1Gg169ehnr2dnZoV27djU6x4rXB44cORLz589Hly5dsHjxYgwfPrzK64QQQghpbsye1RsbG1trne/btw/z5s3Dhg0bEBQUhE2bNmHo0KFITU2tcgZmeno6hg0bhunTp2PXrl2Ij4/HrFmz4OjoiDFjxgAof45s8eLF2Lp1K3r37o0bN25g6tSpAIAvvvii1mJ/WmWlpUj67RBUxcWwtLNHaUE+kn47BHs3D4gsLWu9P7FYXO0+xpjJ7Ox/+mf5v5fu4XA4Ju9qnjhxIhYvXoykpCSoVCrcu3cPEyZMqNTm2rVrsXLlShw7dgx+fn4mcTwNBwcHWFhYwNfX16S8Q4cOOH369FO1TQghhDQF9TpD4/PPP8frr7+ON954Ax06dMC6devg7u6Ob7/9tsr6GzduhIeHB9atW4cOHTrgjTfewLRp07B27VpjnYSEBAQFBWHixInw8vJCSEgIXn31VZw/f/5ZnVaNKIuLUKYohaWdPfhCISzt7FGmKIWyWF4n/bVp0wZisdhkIkUFX19fJCcnQ6FQGMvi4+PB5XLRtm3bGvfh5uaGvn37Ijo6GtHR0Rg4cGClN7ysWbMGK1aswO+//47AwECTfT4+PuDz+UhMTDSWFRYW4saNGzXqXyAQoFu3biajlABw48YNeHp61vg8CCGEkKbK7BG/4ODgakeHAODEiRM1akej0eDChQtYvHixSXlISAjOnDlT5TEJCQkICQkxKRs8eDC2bNkCrVYLPp+P559/Hrt27cJff/2F7t274/bt2zhy5AjCwsJqFNezIrG2gUhqidKCfOOIn9jaGhJrWZ30JxKJsGjRIrz33nsQCAQICgpCbm4url69itDQUERERCAsLAzLli1Dbm4u5syZg8mTJ5v9ar7Q0FAsW7YMGo2m0ghrZGQkli5dit27d8PLywvZ2dkAAEtLS+Pn9ddfx8KFC2Fvbw9nZ2e8//77Zs0gX7hwIcaPH4++ffsiODgYv//+O3755Rd62wwhhBCCJ0j8unTpYrKt1WqRnJyMK1eumJVc5eXlQa/XV0osnJ2djQnBv2VnZ1dZX6fTIS8vD66urpgwYQJyc3Px/PPPgzEGnU6Ht956q1KC+U9qtRpqtdq4XVxcXOPzeFIiS0s8N3QEkn47BIW8EGJrazw3dESd3OatsHTpUlhYWODDDz/EgwcP4OrqipkzZ0IikeCPP/5AeHg4unXrBolEgjFjxuDzzz83u49x48Zhzpw54PF4GDVqlMm+DRs2QKPRYOzYsSblERERWLZsGYDyEcHS0lKMGDECVlZWeOeddyCX13wUdPTo0di4cSNWrVqFuXPnol27dvjxxx/x/PPPm30uhBBCSJNTWzNMIiIi2DvvvFPj+pmZmQwAO3PmjEn5xx9/zNq1a1flMW3atGErV640KTt9+jQDwLKyshhjjMXGxjJnZ2cWFRXFLl++zA4cOMDc3d1NZptWFTuASp9nN6v3fp3P6iWE1C6a1UsIqS/PdFZvdSZNmoStW7fWuL6DgwN4PF6l0b2cnJxqby+6uLhUWd/CwgL29vYAyke1Jk+ejDfeeAOdO3fG6NGjsXLlSqxatcpkIsI/LVmyBHK53Pi5d+9ejc/jaYksLWHXomWdjvQRQkh15Eot0nJLIVdq6zsUQsgzYPat3uokJCSY9VosgUCAgIAAxMTEYPTo0cbymJgYjBw5sspjevXqhV9++cWk7OjRowgMDDTOOFUqlZWeCePxeGCMVTtrVCgUQigU1jh2Uj9OnTqFoUOHVrv/n28aIYQ83vk7Bdgan45ilQ7WYgtMC/JGoJfd4w8khDRaZid+L7/8ssk2YwxZWVk4f/48li5dalZbCxYswOTJkxEYGIhevXph8+bNyMjIwMyZMwGUj8RlZmZi586dAICZM2fi66+/xoIFCzB9+nQkJCRgy5Yt2LNnj7HNl156CZ9//jm6du2KHj164NatW1i6dClGjBhhsgYdaXwCAwOfaK1IQkhlcqUWW+PTUaDQwkUmQra8DFvj09HGyQoyCf/xDRBCGiWzEz+ZzHTWKZfLRbt27bB8+fJKM24fZ/z48cjPz8fy5cuRlZWFTp064ciRI8alN7KyspCRkWGs7+3tjSNHjmD+/Pn45ptv0KJFC3z55ZfGNfwA4IMPPgCHw8EHH3yAzMxMODo64qWXXjK+k5Y0XmKxGD4+PvUdBiFNQp5CjWKVDi4yEcR8HlxkIuSVqJGvUFPiR0gTxmHV3f9sxoqLiyGTySCXy2FtbW2yr6ysDOnp6ca3jRBCmqfG/rNArtRiyU+XTUb87KR8rBrtR4kfIQ3co/KUxzF7cse9e/dw//594/Zff/2FefPmYfPmzeY21ahRvkxI89bYfwbIJHxMC/KGnZSPvBI17KTl25T0EdK0mX2rd+LEiZgxYwYmT56M7OxsDBw4EJ06dcKuXbuQnZ2NDz/8sC7ibDD+OYnkUa9BI4Q0bUqlEkDlVxk2JoFedmjjZIV8hRr2UiElfYQ0A2YnfleuXEH37t0BAN9//z06d+6M+Ph4HD16FDNnzmzyiR+Px4ONjQ1ycnIAABKJ5JFvMiGENC2MMSiVSuTk5MDGxqbRTxqTSfiU8BHSjJid+Gm1WuPSJ8eOHcOIESMAAO3bt0dWVlbtRtdAubi4AIAx+SOEND82NjbGnwWEENJYmJ34dezYERs3bsSLL76ImJgYrFixAgDw4MED4yLKTR2Hw4GrqyucnJyg1dKip4Q0N3w+v9GP9BFCmiezE7/Vq1dj9OjRWLNmDcLCwuDv7w8AOHTokPEWcHPB4/Hohz8hhBBCGo0nWs5Fr9ejuLgYtra2xrI7d+5AIpHAycmpVgOsD08zTZoQQgghpC49TZ7yRK9s4/F4JkkfAHh5eT1JU4QQQggh5Bkxex2/hw8fYvLkyWjRogUsLCyMtzvptichhBBCSMNm9ojf1KlTkZGRgaVLl8LV1ZWWMiGEEEIIaSTMTvxOnz6NU6dOoUuXLnUQDiGEEEIIqStm3+p1d3dv9K8qIoQQQghpjsxO/NatW4fFixfjzp07dRAOIYQ0H3K1HOnydMjV8voOhRDSTJh9q3f8+PFQKpVo3bo1JBJJpfdUFhQU1FpwhBDSFMmVWpzKSMYf935AGSuAtcAak3wnoatT1/oOjRDSxJmd+K1bt64OwiCEkObh/J0CfBv3N1Ky0wCLVvBrI0Mhu4VdqbvQStYKMqGsvkMkhDRhZid+YWFhdREHIYQ0eXKlFp8fuYw7OQUQMj00sMLNm2IEPqdEseYhCssKKfEjhNSpJ1rAWa/X4+DBg7h27Ro4HA58fX0xYsQIWsePEEL+TVUIKPIAqQP2/nkbF+8VgQOAy7GEJVcFdSkPD/JL0MLRGrYi28c2RwghT8PsxO/WrVsYNmwYMjMz0a5dOzDGcOPGDbi7u+Pw4cNo3bp1XcRJCCGNT0Yiyv78BspiOfL4LjiY3RtcrgQcLgMMQJFeAntuKRwFYkzyHU+jfYSQOmf2u3qHDRsGxhiio6NhZ2cHAMjPz8ekSZPA5XJx+PDhOgn0WaJ39RJCzFIxqsfjA3otIHUAAGRuextJ14tRwLPBbakr4oVe4HL1yCuzh5bxYGBchDiVYvGUF+Fs41zPJ0EIaSye6bt6T548icTERGPSBwD29vb49NNPERQUZG5zhBDSuGUkAonfAvm3gdJswMoFsGuFMq9BSLpejFKDGHIrJ4gFKkj5SpRordBC9BBFOmvIBCWY0Mefkj5CyDNjduInFApRUlJSqby0tBQCgaBWgiKEkEZBVVie9OXdhLwwHQXQwy6/FDJmgLKoDGV6HgRCA/QcLqw0Wjzvch7xhd1QqpHCUSLHiPYP8FynafV9FoSQZsTsxG/48OGYMWMGtmzZgu7duwMAzp49i5kzZ2LEiBG1HiAhhDRYijxAkYeLmgLsspWimMeDtV6PSep8dJDYQOTghdL8bPBEGiiYJWxLGcb7nEGZgYdWbs7wbz8VfD4910cIeXbMTvy+/PJLhIWFoVevXsbFm3U6HUaMGIH169fXeoCEENJgSR0gt+Bjl5ChkMuDs06Lh//b/lDMx3MvT0HS0T+gKS6BgS8FE7WGhV6KPl194OnZiZI+QsgzZ3biZ2Njg59//hm3bt3CtWvXwBiDr68vfHx86iI+QghpuMS2KPAfh+KzK+Gs1UAELpz1BuTxBSj0Hwcvvx6wb9URymI5uAIhdACkUinEYnF9R04IaaaeaB0/APDx8aFkjxDS7Nm1Gw7rjN/wMP8GnPXAQx5ga98Wtu2GAwBElpYQWVrWc5SEEFKOa+4BY8eOxaefflqpfM2aNRg3blytBEUIIY2FTCjDpO7vwNatJ/Kc28DWrScmdX+H1uQjhDRIZq/j5+joiBMnTqBz584m5SkpKRg4cCAePnxYqwHWB1rHjxBiLrlajsKyQtiKbCnpI4TUqWe6jl91y7bw+XwUFxeb2xwhhDQJMqGMEj5CSINn9q3eTp06Yd++fZXK9+7dC19f31oJihBCCCGE1D6zR/yWLl2KMWPGIC0tDQMGDAAAHD9+HHv27MH+/ftrPUBCCCGEEFI7zE78RowYgYMHD2LlypX44YcfIBaL4efnh2PHjqFfv351ESMhhNQJuVKLPIUaDlIhZBJ+fYdDCCF1zuxbvQDw4osvIj4+HgqFAnl5eThx4sQTJ30bNmyAt7c3RCIRAgICcOrUqUfWP3nyJAICAiASidCqVSts3LixUp2ioiK8/fbbcHV1hUgkQocOHXDkyJEnio8Q0rTIlVpcyijCnr/u4t0fLiHi56tY8tNlnL9TUN+hEUJInXvidfxqw759+zBv3jxs2LABQUFB2LRpE4YOHYrU1FR4eHhUqp+eno5hw4Zh+vTp2LVrF+Lj4zFr1iw4OjpizJgxAACNRoNBgwbByckJP/zwA9zc3HDv3j1YWVk969MjhDQw5+8U4LOj13H9YQlKy3QQ8rno6m6LAoUWW+PT0cbJikb+CCFNmtnLudSmHj164LnnnsO3335rLOvQoQNGjRqFVatWVaq/aNEiHDp0CNeuXTOWzZw5E5cuXUJCQgIAYOPGjVizZg3+/vtv4yvlzEXLuRDS9MiVWrz7wyVcuFsAAwMUZTpwOICjlRBd3G0hV2mxfGRHtHKkxZYJIQ3b0+QpT3SrtzZoNBpcuHABISEhJuUhISE4c+ZMlcckJCRUqj948GCcP38eWq0WAHDo0CH06tULb7/9NpydndGpUyesXLkSer2+2ljUajWKi4tNPoSQpiVPoUZ+qRo8DhdWIj74FhwwAEqNHplFSliLLWAvFdZ3mIQQUqfqLfHLy8uDXq+Hs7OzSbmzszOys7OrPCY7O7vK+jqdDnl5eQCA27dv44cffoBer8eRI0fwwQcf4LPPPsMnn3xSbSyrVq2CTCYzftzd3Z/y7AghDY2DVAh7SyH0zACVWgc+l1e+gwM4WokwLcibbvMSQpo8sxO/uLi4Wg2Aw+GYbDPGKpU9rv4/yw0GA5ycnLB582YEBARgwoQJeP/9901uJ//bkiVLIJfLjZ979+496ekQQhoomYSPN/u2QjtnKzAOwOdx0MVdho9e6oi1Y/0R6GVX3yESQkidM3tyx5AhQ9CyZUu89tprCAsLe+LRMQcHB/B4vEqjezk5OZVG9Sq4uLhUWd/CwgL29vYAAFdXV/D5fPB4PGOdDh06IDs7GxqNpsq3jgiFQgiFdIuHkMaqpsuyBHrZYeOkQNzJVwBg8LK3pFE+QkizYvaI34MHDxAeHo4DBw7A29sbgwcPxvfffw+NRmNWOwKBAAEBAYiJiTEpj4mJQe/evas8plevXpXqHz16FIGBgcaJHEFBQbh16xYMBoOxzo0bN+Dq6lpl0kcIadwuXk/HF/t+xeqfEmu0LItMwoe/uw383W0p6SOENDtmJ352dnaYO3cukpKScP78ebRr1864Zt7cuXNx6dKlGre1YMEC/Pe//8XWrVtx7do1zJ8/HxkZGZg5cyaA8luwU6ZMMdafOXMm7t69iwULFuDatWvYunUrtmzZgnfffddY56233kJ+fj7Cw8Nx48YNHD58GCtXrsTbb79t7qkSQhowuVKLm+djoDsUjpez1uOtkq/gUJCMrfHpkCu19R0eIYQ0SE81uaNLly5YvHgx3n77bSgUCmzduhUBAQHo06cPrl69+tjjx48fj3Xr1mH58uXo0qUL/vzzTxw5cgSenp4AgKysLGRkZBjre3t748iRI4iLi0OXLl2wYsUKfPnll8Y1/ADA3d0dR48exblz5+Dn54e5c+ciPDwcixcvfppTJYQ0IOfvFGD5D/HIiVkHpsiH3MIOVgY5RmsOQacoRL5CXd8hEkJIg/RE6/hptVr8/PPP2Lp1K2JiYhAYGIjXX38dr776KgoKCrBo0SIkJycjNTW1LmKuc7SOHyENV/l6fMlghXcxQ7kFOWoLqDkCuEk5EGvycMB1HuaPf5Fu4xJCmqynyVPMntwxZ84c7NmzBwAwadIkREZGolOnTsb9UqkUn376Kby8vMxtmhBCHivuRg4u3i0Cj2OJ9dphGGVxBhJ9KSTqImiEthjZ25+SPkIIqYbZiV9qaiq++uorjBkzptrJEi1atEBsbOxTB0cIIf8kV2rx6+UsGMAAxsNdrht+0PTEfPFvcG/pDotes2DZ1ru+wySEkAbL7MTv+PHjj2/UwgL9+vV7ooAIIeSf/rlUS55CDZVGj04tZEjPV6BMY4V0blsU9ekBm8B2gNi2vsMlhJAGzezE79ChQ1WWczgciEQi+Pj4wNub/sVNCDHfv9fjO3+nAFvj01Gs0sFabIFXAt1hLbZAgUILv5Y2yCxSwtHKBr0C/AEx3d4lhJDHMTvxGzVqFDgcDv49J6SijMPh4Pnnn8fBgwdha0v/+iaEPJ5cqUXcjRz8ejkLKo3emOR9f/4eChRauMhEyJaX4fvz9/BKgDu+v3APcpUWLWzE9Ko1Qggxg9nLucTExKBbt26IiYkxvuIsJiYG3bt3x6+//oo///wT+fn5JmvrEUJIdc7fKcC7PyRjxS+puHC3AFwOUKDQYmt8OgpKNXCRiSDm8+AiE6FYpYOHvQSrRvth+ciOWDXaj161RgghZjB7xC88PBybN282ebvGCy+8AJFIhBkzZuDq1atYt24dpk2bVquBEkKaHrlSi01/piEjXwUGgAsO0vMV8Gtpg/xSNYR8LrLlZcYRPzspH/b/uw1Mo3yEEGI+sxO/tLS0KteMsba2xu3btwEAbdq0QV5e3tNHRwhpUiqe4RNwudAYDPgrPR8X7xaBcQClRgeBBRccDQeZRUq0sBEbb+vmlahhJ+XTbV1CCHlKZid+AQEBWLhwIXbu3AlHR0cAQG5uLt577z1069YNAHDz5k24ubnVbqSEkEatYqLG/QIVckrKYCcVIq9UDY3eAAGPCwGPB6VGB66IA0crEaYFeSPQyw5dPWyRr1AbR/oIIYQ8ObMTv//+978YNWoU3Nzc4O7uDg6Hg4yMDLRq1Qo///wzAKC0tBRLly6t9WAJIY2TXFn+zF5OsRp5Cg2UGj0MrAxl2vKkT8jngsNh4PEsMKtfa4wL9DAmeXRblxBCao/ZiV/79u2RmpqKo0eP4saNG2CMoX379hg0aBC43PK5IqNGjartOAkhjVDFrd1SlQ7FKh1kEj7uFaogE/Oh1hkg4vOg1hrQqaUlilRaOFqJTJI+QgghtcusxE+n00EkEiE5ORlDhgzBkCFD6iouQkgj9881+MQCLvQGA+RKPXhcDuQqLSxFFrAW8lGk0qBMa6ClWQgh5BkwK/GzsLCAp6cn9Hp9XcVDCGmk7uUrkZZXCidLIQoVWnxz8iY0OgY3Owmy5WUAAFupABqdAQaDAQ5SIdzsxHglsD087CT0DB8hhDwDZt/q/eCDD7BkyRLs2rULdna0fhYhBPj+z8v44dRF3NdYIlcnhgWXA52eQSbhw0YigItMhLwSNWYHt4aViA8+lwutwUDJHiGEPGNmJ35ffvklbt26hRYtWsDT0xNSqdRkf1JSUq0FRwhp+B6mxMEu9lPMM5TigcEOK/WvolBvDQsuUKTU4kqmHG62YjhZC+Flb0mJHiGE1KMnemUbIYQAQFl+LkpP7oFEr0ERzxZcgx5OnCIomBgSkQQKtQ4KjQ4SIY+e3yOEkAbA7MQvIiKiLuIghDQyWbeKcOn3W1Bl9IRc0wV8cQo4FtmwRil4HAMAQCq0gK+rNT4Z2Rnu9pJ6jpgQQojZ7+oFgKKiIvz3v//FkiVLUFBQAKD8Fm9mZmatBkcIaRjkSi1O38zF4UsPcC9fiTKFFpdO3IeqjAdLsRYSrhBaVWd4oAh9eVfB5wvA5XLQ3sUK8we1paSPEEIaCLNH/C5fvoyBAwdCJpPhzp07mD59Ouzs7PDTTz/h7t272LlzZ13ESQipJ3F/5+DjI6m4m68EA2AtskB4Ny/YKLWwtJfCwrI9bPE3+CoRXF3aoGXPcejjFACAAy97Kd3eJYSQBsTsEb8FCxZg6tSpuHnzJkQikbF86NCh+PPPP2s1OEJI/TqdchNf7T+M3JyH0OkZOIyhWKVD1LkM6C04KC1SQye0R6lVF4g92qPlhI/hHTAQ/u628He3oaSPEEIaGLNH/M6dO4dNmzZVKm/ZsiWys7NrJShCSD1SFQKKPJRmp4F/5Bss0BagiC/FNt0QJKM9eBxArtdD5CsD95YCSrkGYmsJ/Ae4QWRvU9/RE0IIeQSzEz+RSITi4uJK5devX4ejo2OtBEUIqScZiUDit4AiF8K823DUSnCN1xK2+jy8ZvE7/qNtiVKOFWR8Hjr7O8OxBx9lpVqILPkQSWl0jxBCGjqzb/WOHDkSy5cvh1arBQBwOBxkZGRg8eLFGDNmTK0HSAh5NlSFWcg7+V+oSooAoTV4ehWsWQmEfD7yuPawhgL2nBJYiy0wd4AP3O0lEEn5sHGWUNJHCCGNhNkjfmvXrsWwYcPg5OQElUqFfv36ITs7G7169cInn3xSFzESQupYRkYGEv88hrJMa4iEdugpVMFDaAWZQQ4HCxUsUIpijg0mdO2Kod060CxdQghppMxO/KytrXH69GmcOHECSUlJMBgMeO655zBw4MC6iI8QUsdUKhUSExOh1BhgLeCguEyHxFwxHIWOEBv06GjDgVrgAfR4C73bBtR3uIQQQp6C2YlfhQEDBmDAgAG1GQsh5BlSqVRQKBQoKytDWVkZrG3swBd3gHXWNZSqdVA4tIJ40H/At/UGX2oPiG3rO2RCCCFP6YkSv+PHj+P48ePIycmBwWAw2bd169ZaCYwQUncyMjKQmJiIsrIy8Pl8GAwGFBcXw9raDsU2HSARcCF9cShg61rfoRJCCKlFZid+H330EZYvX47AwEC4urqCw+HURVyEkFpUMbonlUoBoPzWrlIJa2tr4yx9oVCI0tJSSCyt0bNnT4gp6SOEkCbH7MRv48aN2L59OyZPnlwX8RBCntb/1uGD1AEQ25qM7olEInTo0KH81q61Nfh8PqytrVFaWoo+ffpAJBJBKpVCLBbX91kQQgipA2YnfhqNBr17966LWAghT+t/6/CVlaqg4jiDEzgOideyTUb3rly5Aj6f/79bu+VlEokE9vb2lPARQkgTZ/Y6fm+88QZ2795dawFs2LAB3t7eEIlECAgIwKlTpx5Z/+TJkwgICIBIJEKrVq2wcePGauvu3bsXHA4Ho0aNqrV4CWmwCu8Af65BVhYPcXeH4c9rzyF2/zXI84pMRve0Wi06deoEiURSfmtXIim/tUtJHyGENHlmj/iVlZVh8+bNOHbsGPz8/MDnmy7c+vnnn9e4rX379mHevHnYsGEDgoKCsGnTJgwdOhSpqanw8PCoVD89PR3Dhg3D9OnTsWvXLsTHx2PWrFlwdHSstHj03bt38e6776JPnz7mniIhjYpcqcWD1FPIObcbOYXAw+KOsGUWcJKqUaTgQ1WkRpFQDhtbmXF0z8fHBz4+Psbn/ijpI4SQ5oHDGGPmHBAcHFx9YxwOTpw4UeO2evTogeeeew7ffvutsaxDhw4YNWoUVq1aVan+okWLcOjQIVy7ds1YNnPmTFy6dAkJCQnGMr1ej379+uG1117DqVOnUFRUhIMHD9Y4ruLiYshkMsjlclhbW9f4OEKemf89x3cx3wJrj17HvZxM5Ohl0DILCDg6tOQo8QoU8LbgIUfqAbgWQs+0EIlE6NmzZ5X/sCKEENI4PE2eYvaIX2xsrLmHVEmj0eDChQtYvHixSXlISAjOnDlT5TEJCQkICQkxKRs8eDC2bNkCrVZrHH1cvnw5HB0d8frrrz/21jEAqNVqqNVq43ZV7yImpMH433N8WkUh4rK8cUkRBKXeAQZwwAWDBhZ4ABF+ZXyMF7jA3sYRPYf1ho5paHSPEEKaObOf8atw69Yt/PHHH1CpVAAAMwcOkZeXB71eD2dnZ5NyZ2dnZGdnV3lMdnZ2lfV1Oh3y8vIAAPHx8diyZQuioqJqHMuqVasgk8mMH3d3d7POhZBnRV6Qi9KTX0FbmodrAksc5XhBBw44HAM4ABgALhg4HAa5hRg6mQ38B7jBxt4aDg4OlPQRQkgzZ3bil5+fjxdeeAFt27bFsGHDkJWVBaB80sc777xjdgD/XgeQMfbItQGrql9RXlJSgkmTJiEqKgoODg41jmHJkiWQy+XGz71798w4A0KejYTUe1gX/Stu3MnEeTkff1vIoQMHYosyY9LHwEV5CsiBews7DJnQDq4+NvUbOCGEkAbD7Fu98+fPB5/PR0ZGBjp06GAsHz9+PObPn4/PPvusRu04ODiAx+NVGt3LycmpNKpXwcXFpcr6FhYWsLe3x9WrV3Hnzh289NJLxv0VbxaxsLDA9evX0bp160rtCoVCCIXCGsVNSH24fukyjm7bBZSV4CrHEp5ueRBZaGAtUKBML4TOYAGFVgIGQMDVopW9APOGdoKzg6S+QyeEENKAmJ34HT16FH/88Qfc3NxMytu0aYO7d+/WuB2BQICAgADExMRg9OjRxvKYmBiMHDmyymN69eqFX375pVI8gYGB4PP5aN++PVJSUkz2f/DBBygpKcH69evpFi5pFORKLfIUajhIhZBJ+CgrLUXSb4fAyhTgWtohT6kG56Ee7m0yMNj9T/xxvx/EPDW4XD06219Hd+8ghPSaCJmE//jOCCGENCtmJ34KhQISSeVRhLy8PLNHzRYsWIDJkycjMDAQvXr1wubNm5GRkYGZM2cCKL8Fm5mZiZ07dwIon8H79ddfY8GCBZg+fToSEhKwZcsW7NmzBwAgEonQqVMnkz5sbGwAoFI5IQ3RyZt3seXPFKiLRZBZW2PGCz5oJVACaiWYVAaFngtIXFFcKkROSW883+ky3Ox/g7xMBHuJNTq1exMtWoQ8viNCCCHNktmJX9++fbFz506sWLECQPmzdQaDAWvWrHnkUi9VGT9+PPLz87F8+XJkZWWhU6dOOHLkCDw9PQEAWVlZyMjIMNb39vbGkSNHMH/+fHzzzTdo0aIFvvzyy0pr+BHSGJ3KOIcVB4+jJN8HYDoIH5bhq2IN1kzqCEtra7iX5eOeBjCUysERWaFXr6no2sYaKtVdMAZIJJ7g82X1fRqEEEIaMLPX8UtNTUX//v0REBCAEydOYMSIEbh69SoKCgoQHx9f5TN0jQ2t40eelbT7xUi9eh8CXR623fwTl7I7Qs944HEMEDMOrDgCfDatG1wNOUj67RBKi4vBEUrQdegItPP3q+/wCSGE1INnuo6fr68vLl++jG+//RY8Hg8KhQIvv/wy3n77bbi6uprbHCHN1vaf/0b6739Bor2MrJZ8XNF1QRm4sODoYAAHKg4ghAFqpQ4tu/jC3s0DymI5JNYyiCwt6zt8QgghjZDZiR9QPrv2o48+qu1YCGnS5Go5CsoKYCeyw8PsEmQmHYdMdBGZNg5IsWgBnZYHC+hhAA+AHozxIBXw4eNW/q85kaUlJXyEEEKeyhMlfoQQ81zMuYhdqbtQrClGa6jRSpMPnZcNTuZ2hlwtQ26ZLSw4enC5DFoDoAcPEi7wVnAbWpKFEEJIraHEj5A6dq/kHjZd2gSlTonnNFbgqbIRff953JZ7gYGDFpIscLiATs+FgFt+m1fE1eL9QR0wpp93fYdPCCGkCaHEj5A6ULEW382iFOy+sRW35Klw4cpgzynEwcxeKFZbgcNhAAPyy+zgKn6ILKULZIJiWPI0mPRcS0zoR5M3CCGE1C5K/AipZefvFGBrfDruFuQh0+I7WAhKAQs++AYdSvkilGolsBMVoURnBY2OD61BAI3OCh48Pqb6uyGoR2e0dPGo79MghBDSBD1R4qfT6RAXF4e0tDRMnDgRVlZWePDgAaytrWFJD5+TZupevhKX7xdhf9I9lJbpkV9WAL2lEhy1DUSQIpebAwumg5irQ6lWBmdxLu6WuIHL4cHdsSVmBXdF7/ZO9X0ahBBCmjCzE7+7d+9iyJAhyMjIgFqtxqBBg2BlZYXIyEiUlZVh48aNdREnIQ2WXKnF1tO3sedcBlRaA9RaPbwcpDDoLMHnSKHnyiGycITCYIUMgT0Gut5DbHYrKPVW6OTExyu9/fFCB096xRohhJA6Z3biFx4ejsDAQFy6dAn29vbG8tGjR+ONN96o1eAIaejO3ynANyduIT4tDwYG2Ej4UGn0uJ1bCjupGNrCIFjYxkOpL4TEwgYhvWagq8wbIQ+zoLGwgbuLCyV8hBBCnhmzE7/Tp08jPj4eAoHApNzT0xOZmZm1FhghDVXFxA0Bl4ut8enIKi4DYwCPA6g0esjEfMjLtJAKeOBqfWCv9YajpQ6v9eiEPh7lryNsK3Oo57MghBDSHJmd+BkMBuj1+krl9+/fh5WVVa0ERUhDVTFxo1ilA5cLFCm08LCV4G6+Alq9ATAwlGn1sJMI8PGoTvCwk0JrMMBeKqSRPUIIIfWOa+4BgwYNwrp164zbHA4HpaWliIiIwLBhw2ozNkIaFLlSi63x6ShQaOFgJYRSrUdOSRkKlRq0dbYCh8OBwcAgFfIwd4APgto4wt1eglaOlpT0EUIIaRA4jDFmzgEPHjxAcHAweDwebt68icDAQNy8eRMODg74888/4eTU+GclPs3Lj0nTI1fLkZ1/H9n3S/Dd2QJY2TtAJBJDpdXjdk4pbKV86A0An8tBbx97DOnoCnd7etsGIYSQuvE0eYrZiR8AqFQq7NmzB0lJSTAYDHjuuecQGhoKsVhsblMNEiV+pMLFnIv4/vhmCC4rwOXaQw8RykSO0Lv5I1MrhZ2UjyVDOtDtXEIIIc/MM0/8mjpK/AhQPtK3Ii4CkhOZsLBwh47HAVejA+NZQWHpClXL5/Ba33YI9LKr71AJIYQ0I0+Tp5g9uePQoUNVlnM4HIhEIvj4+MDbm94vShq/grICqORy2OrF0IsswOXoYeAzWHIMcJLx8OIAb3i5UdJHCCGk8TA78Rs1ahQ4HA7+PVBYUcbhcPD888/j4MGDsLW1rbVACalrSuU9KJW3IZG0gkTiDjuRHcQyGdS8TFjodDDwOODpOOBIBLC3sYazvay+QyaEEELMYvas3piYGHTr1g0xMTGQy+WQy+WIiYlB9+7d8euvv+LPP/9Efn4+3n333bqIl5BapVKpcPt+NuIu7sSps1NxNXU+ki5OwP37uyATyhDaNQzaLg7QG/LA0xsgElvDqYUbej//fJN5ppUQQkjzYfYzfp06dcLmzZvRu3dvk/L4+HjMmDEDV69exbFjxzBt2jRkZGTUarDPCj3j1/TJlVr8lXoThxNTcblQDwuLHFiLSjHM5wpaWafCwkKC57ruhUTiDrlajof5meCU6CAV28DW0ZGSPkIIIfXmmT7jl5aWVmUn1tbWuH37NgCgTZs2yMvLM7dpQuqWqhBQ5OFivgUiY+/h+r2HKNILAQBSvgNUeiH+uB2I1/3zwNHnQqW6A4nEHTKhDLIWdFuXEEJI42d24hcQEICFCxdi586dcHR0BADk5ubivffeQ7du3QAAN2/ehJubW+1GSshTKL3yG/TnvoGeo0RRvg3uFI9FkV4KAzgAGJQ6MXgcPeRqHQqUerjJxBCLveo7bEIIIaRWmZ34bdmyBSNHjoSbmxvc3d3B4XCQkZGBVq1a4eeffwYAlJaWYunSpbUeLCHmkiu1+Ov4DxBd/xKGFkUQSDS4Bw6KC3gAAA4YGDjQMy7K9CLwuTmwFTN4eb4FicS9nqMnhBBCapfZiV+7du1w7do1/PHHH7hx4wYYY2jfvj0GDRoELrd8rsioUaNqO05CzHb+TgE+O3gBRdlyqCWTIMuUY5j7cXAlBnA4BnA4DBwG6MEBwIGQL8T0fl3Qp+M4SvoIIYQ0SWYnfkD50i1DhgzBkCFDajseQp7K/cwHSL9xGdBxsOUvDi4Wa6HhtABXpQdf7YQynQjT2kWjpWUW7pZ4QGvggwcGsYUOK0b4YcRzPvV9CoQQQkideaLET6FQ4OTJk8jIyIBGozHZN3fu3FoJjJAa+9+kjSN/JkBycQuYygp31EG4ze8EDZ/7v/E8Bq3BAvcVLVCis8KYNsfxx/2XUKQSQSoEZvT1wXBK+gghhDRxZid+Fy9exLBhw6BUKqFQKGBnZ4e8vDxIJBI4OTlR4keerYxEIH49srIeQJsjwTnmBw1XDLmwDGpWBg4TA+CCywV0Bg4M4IDxRQjwtMFL/QejUKmGk8wRDtb29X0mhBBCSJ0zO/GbP38+XnrpJXz77bewsbFBYmIi+Hw+Jk2ahPDw8LqIkRAjuVqOgrICWDBr6EpUcItZjssP9Dii7gUlXwQhxwCO3gCBXg+hQQkLiKBjXGgNfHA4BrhZl6C9exu0bhUGGxtvuFK+RwghpBkxO/FLTk7Gpk2bwOPxwOPxoFar0apVK0RGRiIsLAwvv/xyXcRJCC7mXMSu1F24L89HdhEHfkXu6FjohR/V3aGAAHzo4MvLgjNPAT708DPcwyWDFfK4QnA4PPg4WeK9oT7o3noc+Hxal48QQkjzY3bix+fzweFwAADOzs7IyMhAhw4dIJPJGu2bOkjDd6/kHr65uBFl+YAuyw1d+Q/gZ38OP6sHQG+hhLW2DEUaa6TqXWHDuQ0h1wBXlMJfyoVLr/ZwaSVDWzcZZBJ+fZ8KIYQQUm/MTvy6du2K8+fPo23btggODsaHH36IvLw8fPfdd+jcuXNdxEiaq/9N2vg99wa+uvIdbNKc0SarJwwCFdp3S4DaQge1gQ8HSR64jANdvgAKJkIZBBBDj4DAbuj/4osQSSnZI4QQQgCAa+4BK1euhKurKwBgxYoVsLe3x1tvvYWcnBxs3rzZ7AA2bNgAb29viEQiBAQE4NSpU4+sf/LkSQQEBEAkEqFVq1bYuHGjyf6oqCj06dMHtra2sLW1xcCBA/HXX3+ZHRepX6U3TqP0h9n4dd8cfHViHXQ3bSEv6orjllok2Cjx4/1gFJRZQ2yhQpFaBgOHQcW1gJBjQAs7Gca88gqGvDKGkj5CCCHkH8wa8WOMwdHRER07dgQAODo64siRI0/c+b59+zBv3jxs2LABQUFB2LRpE4YOHYrU1FR4eHhUqp+eno5hw4Zh+vTp2LVrF+Lj4zFr1iw4OjpizJgxAIC4uDi8+uqr6N27N0QiESIjIxESEoKrV6+iZcuWTxwrqVtypRZ5CjUcpEIkXr0Fq2OfQl4mQ5L+eXDhiJs6VxjABfQMTloduDwtzmT3wPOuiYjP6oFijTXs+SJMDGyDkQPaQywW1/cpEUIIIQ0OhzHGalrZYDBAJBLh6tWraNOmzVN33qNHDzz33HP49ttvjWUdOnTAqFGjsGrVqkr1Fy1ahEOHDuHatWvGspkzZ+LSpUtISEiosg+9Xg9bW1t8/fXXmDJlSo3iKi4uhkwmg1wuh7W1tZlnRcx1/k4BtsanQ1GiRam8DGVFtzGD9wvuWLtB5/AQ3958FTrGA1D+bCkHDL6212EADxPb/wAJTwO1vgP69ViDli4u9XsyhBBCSB17mjzFrFu9XC4Xbdq0QX5+vlmdVEWj0eDChQsICQkxKQ8JCcGZM2eqPCYhIaFS/cGDB+P8+fPQarVVHqNUKqHVamFnZ1dtLGq1GsXFxSYf8mzIlVpsj7sN3j0V2mZo0OaeFl3UUty3dIaL52Vkqe1hYDzwoQUXBnAAMHCQo3SChK+GTGSAh7MvhvULp6SPEEIIeQyzn/GLjIzEwoULceXKlafqOC8vD3q9Hs7Oziblzs7OyM7OrvKY7OzsKuvrdDrk5eVVeczixYvRsmVLDBw4sNpYVq1aBZlMZvy4u9N7Wp8FuVKL+MT7cLyaD8/Mh7AoTofIMRn2bf+AzPs6rKzz4CZ6CC7HAB344EIP9r9RPyfLMozzL0Z3//+gS5evYGMTWM9nQwghhDR8Zs/qnTRpEpRKJfz9/SEQCCo9S1VQUGBWexVLw1RgjFUqe1z9qsqB8iR1z549iIuLg0gkqrbNJUuWYMGCBcbt4uJiSv7qQMVzfAIuF39ezcaJc5lwz7wDLv8u7jsqkAQvFGjcwcl0h3NeAUb5/Ip2rn+jZ/5FJOZ3gYFZgAsDgluJ8PGYF+Bg7Ujr8RFCCCFmMDvxW7duXa107ODgAB6PV2l0Lycnp9KoXgUXF5cq61tYWMDe3vQVDGvXrsXKlStx7Ngx+Pn5PTIWoVAIoVD4BGdBaqriOb77BSqocwrRvkQHb+FVqOxKkQ4ZLpf5QaWXADBAyNUiu8weR24PxLTOu/Fy6z8Q4HAdd+S9MaR7fwzt9ei/T0IIIYRUzezELywsrFY6FggECAgIQExMDEaPHm0sj4mJwciRI6s8plevXvjll19Myo4ePYrAwEDw+f+/bMeaNWvw8ccf448//kBgIN0CrG/yglzE/XYAriV5uKfho7NOAJnLHaQLxfgr3x8KnRgG8MCFATwug55xwePqUGawBFfYHe1bv4RAS284OnrSbF1CCCHkKZid+AFAWloatm3bhrS0NKxfvx5OTk74/fff4e7ublzqpSYWLFiAyZMnIzAwEL169cLmzZuRkZGBmTNnAii/BZuZmYmdO3cCKJ/B+/XXX2PBggWYPn06EhISsGXLFuzZs8fYZmRkJJYuXYrdu3fDy8vLOEJoaWkJS0vLJzld8hRKb5xG2U/hmKO8gzPwQwmCkGNhi2SdD9LlbjAwDjhgABgM4IJjMMDAsYAFM8BWyhDoNxUeLt3r+zQIIYSQJsHsyR0nT55E586dcfbsWRw4cAClpaUAgMuXLyMiIsKstsaPH49169Zh+fLl6NKlC/78808cOXIEnp6eAICsrCyT18B5e3vjyJEjiIuLQ5cuXbBixQp8+eWXxjX8gPIFoTUaDcaOHQtXV1fjZ+3ateaeKnlSqkIg7yYup1xCxt4FkJbcwfeaEfje8CISNO1xVueNe0oXMGPSxwUPBgAAAw8cAO7WPCx8aRglfYQQQkgtMmsdP6D8duu4ceOwYMECWFlZ4dKlS2jVqhXOnTuHUaNGITMzs65ifWZoHb+nkJEITfw3yCnJQ0K+Abp8hoISS9x39MMZQysomAAKJgCHp4NKLwLAwAUDQ3kS6GH5EMM62GPG0JH0Xl1CCCGkCk+Tp5h9qzclJQW7d++uVO7o6Fgr6/uRRqjwDh7cuYBrZYD9hR9ws0SBXyw8kKHuAg1fBIENgzsrhoZZQAo1ysCH3sCFgKuF1lC+MLOlgGGsvw2m9QmEm5NbfZ8RIYQQ0iSZnfjZ2NggKysL3t7eJuUXL16kV6I1R+e24OypNdguNICVdoRbzgCoPG/gcn4PaPQCiARlMDAd0jX2sODooQYf1pwy5DMJuBwOfB0tMMTfHSO7toG7vaS+z4YQQghp0sxO/CZOnIhFixZh//794HA4MBgMiI+Px7vvvlvjV6KRJqDwDvIv/I778dvwpYMYTOuBHkUh0EtLkFDmAY1eAImFEloDHxoOwOXq4cMpwl2DHTQcC3hLOHh9SBeEdGxJt3TJ/7V353FR1fv/wF/DbKwigmzKrrKEC4ILuFBXEC23X5oYRvrQFr2pqHUrzdJb36TlUbcytZuyZKlYIqamAi4gCrkguIEoiuCGCCKL7DPv3x9eJkcQAWc42Lyfj8c8Hs2Zzznn/X5zpDdn+QxjjLEO0uZ7/Orr6zFz5kzExMSAiCCRSKBQKBASEoLo6GiIxWJtxdph+B6/ZlSXAveKASMLVJ38Ddf27MDRyudwTawPZfd8OPc8BwOxEkUKCbZeG4Xi6m5QkARSvTpUNRjCSnQHgcWZcPZ9Dj09B6KvmyM3fIwxxlg7PEmf0ubGr9GlS5eQkZEBpVIJLy8v9O7duz2b6ZS48VNXeXYvRGnfQaaowqVaS5zLd0ZJ/QDcNbmKO/J7cLQ/AyuDCtRVd4HS4C623vDH7SoLVNYboUahD5m4DuNkFzH7+Qlw8vIWOh3GGGPsqdahjV9ycjL8/f3btJOnDTd+fzl18Dc4Jc9Hg14t9tSOw+3b/w+GFheR26MACUW+qFPIIBPXIdAyDQMMbkMsUqJIVo/kW4NQUWcMqV49RvW8i39OWAJ9nkeRMcYYe2Id+lRvYGAgrK2tERISgldeeQWenp5t3QR7ClwtqULyHxsw4eIy5BqIECMeBLObA1Hb7QDgUoCEgqmobZDBSFqFe/WGSCzyhZ1DLGyMymFZb4ZgZ2cYdiuHc4/B8HDxEzodxhhjjKEdjd+NGzcQExODzZs344svvoCnpydeeeUVhISEoGdPnobjqVZdiorim/g1sxDdTi6DvTwXGQ2u+LNwLMTGhFQ7BWrRB4pbfVDToA9jaSUkekoYSatQ1WCIUrEcxjJzDPGah2d6jxQ6G8YYY4w9pN33+AFAXl4eNm3ahM2bN+P8+fMYOXIkDhw4oMn4BKGTl3ovJuJ0/Ge4VH4H1+rscFbPAXZ3u0Ff7wbKxRKc6NIbtSRDF0kVShWGuH6vB8SiBhhL7+FevSHk4jqMcqrGtJGBGOTiKHQ2jDHG2N+WIA93NFIoFNizZw8+/PBDnD59GgqF4kk21ynoWuNXlL4Le5LDsFfZDwPypqBWVoTb3Ytxz6AehXXdUd2gj+IaC9jIi9BFUg2lHuF6tSWqGwzQQBLI9OoxqXcFFk2ezU/qMsYYY1rWoff4NTpy5Ag2btyIrVu3oqamBhMmTMDKlSvbuzkmgLKqekTtOgCnnCVIIj94X3HHSecLOFrZD4pyF6BcBBGU6Gl4AwTgRq0V5HrXUNVgAEtZKTyk5yCxckSI/3N4pldfodNhjDHG2GO0ufFbunQpNm/ejBs3biAgIADffPMNJk2aBEND/taFp0Z1KZLSsxC7fyvsFOk4Xj4SdnoKJDtJcKayLwCRaihBD4XV1rA3KUBRtSUqFEboIqnCEDMJgscvQ68e3YTLgzHGGGNt0ubGLykpCe+88w6Cg4NhYWGh9llmZiYGDBigqdiYNhz+BrnJG5BSZgubG6ao6u2Is7Y9cafOFAWVPfFg03efCArSQ02DAezltzDR0RwBwwPg7Pj3mbeRMcYY0xVtbvxSU1PV3peVlWHjxo1Yv349Tp069be4x+/vqOzObdz7ZQKSb1ngZtFYiMQXUT1IiZO1/dBAMohFCjRt+hoRjCU1mDzYHbMCgjoybMYYY4xpULvv8Ttw4AAiIyOxbds2ODg4YPLkyYiIiNBkbEwDyqrqsScuGsVZ8SguH46Gbvdw0rELLle+CCqSQKGUwM74Gsz07+JKBYEeav5EUGCkbQWWB0+Fk5W1QFkwxhhjTBPa1Phdu3YN0dHRiIyMxL179zB16lTU19cjNjYWHh4e2oqRtUPOmQM4e2gzigtkqCxxRWUXF5y2sEZmtTOUtf/7PmWFEiIABZU9YSovQ1fZXZTWdUXjmT8TaSXeec4cM/4xUag0GGOMMaZBrW78nn/+eRw+fBjjxo3DqlWrMGbMGIjFYvzwww/ajI+1Q9SqEUir6gaX/CkoUJTgVDdj1Oh5ori6CwDxAyP1QFCCCCiu6QbnrvlwM94Ppbg73Bw98cKg8bDoYi5UGowxxhjTsFY3fgkJCViwYAHmzp2L3r35xv5Op7oUyXH/RPTVEjhfmY3uKMFPpjJUoddjVhTBQFKLqX22o6eBMZ7zDYexqRWkUtMOCZsxxhhjHafVjV9KSgoiIyPh4+MDNzc3hIaGIjg4WJuxsdaoLsXphNVYk78Fttnz4FlXgg3d9VCGPrh/yVYEoKU5ugkBdicwaegrsLcP7ZiYGWOMMSaINn9zR1VVFWJiYhAZGYljx45BoVDg66+/xqxZs2BiYqKtODvUU/PNHRm/YFP8/+F4yVSYlwKX7YEDVd64fzn34Sd0m/6YJaI6hHpXYOnESXyGjzHGGHtKCPaVbTk5OYiIiMDPP/+Mu3fvIjAwEDt27Gjv5jqNTt/4VZfih/Ujcey2N565ZIXzDlLsl3lBWSN/YFBzU7Pc/1EbowLP2hZj/uSxcO3xuEvBjDHGGOtMBP2uXuD+9/Xu3LkTkZGR3Php2R/7l2LVyVMYea4XxBbF2Knvh2sN9lBv9B49H58MDfjvdC8819ehA6JljDHGmKYJ3vj93XTGxu/q7XN4fvc0TDwxCeXWZbhl2hXHrnmBIFWbe08Ewl/39T3YACoxuldXfBkyFKaG0g6OnjHGGGOa8iR9SrsncGYdo6y2DKHbp6CouAgvl7og0ugZNFQYAxX3m7qHu3aC6H/N34OfipDyr1GwM+fvU2aMMcZ0GTd+nVh8Xjy++m0pnrtgjNtDB+PHynEAJM0+o9v8s7sNGNnbChtm+2o7VMYYY4w9Bbjx66Q+P/Y5qtfHY8ooKVJdRyApbQgIei2u03hhV6ZXhWX+UkwcMY4v6zLGGGNMhRu/Tmj5keWw/HMfjr30IiLEw6C4XAspKlu1bo/u9UhaEMTTszDGGGOsCW78OpmskiyY3snAt16foBxmAAC92upHjr9/P58SXfTF+PrVwQhw7t5BkTLGGGPsacONXydyNDUTu7JTscvpdVXTBwBKK33gapXa2MZHOySoRezcoejv0KNDY2WMMcbY04cbv07gg7U7sdHRCjVSCeA4BHj4Xr5u+lBYySG+VQug8SxfHab1qsFnr4V0eLyMMcYYezq1/LRAB1izZg2cnJygr68Pb29vpKSktDg+OTkZ3t7e0NfXh7OzM3744YcmY2JjY+Hh4QG5XA4PDw/ExcVpK/wnYr09GdaJJxDh2hM1cimgJwJEzf9IGvqbQ+YDDHA+i/k+m3H5o/Hc9DHGGGOsTQRt/LZs2YKFCxfigw8+QEZGBkaMGIGxY8eioKCg2fF5eXl4/vnnMWLECGRkZGDp0qVYsGABYmNjVWPS0tIQHByM0NBQnDp1CqGhoZg6dSqOHj3aUWm1inXiCaBLF0AsbsVoQh86h2+U/4ff33gPb0/ZCD1+WpcxxhhjbSToN3cMGTIEAwcOxNq1a1XL3N3dMWnSJISHhzcZ/95772HHjh3Izs5WLZszZw5OnTqFtLQ0AEBwcDDKy8uxZ88e1ZgxY8bAzMwMmzdvblVc2v7mDuvtyfebvhYp0R2FkEKBwLo9WGT6LKx9gzUeC2OMMcaeLk/Spwh2xq+urg7p6ekYPXq02vLRo0cjNTW12XXS0tKajA8KCsKJEydQX1/f4phHbRMAamtrUV5ervbSloqjpwEDg8eOG3CnDJ9eOIRfHUzx+Zi13PQxxhhj7IkJ1vgVFxdDoVDAyspKbbmVlRUKCwubXaewsLDZ8Q0NDSguLm5xzKO2CQDh4eEwNTVVvezs7NqTUqtUn8577Jhu9xqwemssXnh5KXq5+GstFsYYY4zpFsEf7hCJRGrviajJsseNf3h5W7e5ZMkSlJWVqV5Xr15tdfxtZdDPCaLqR8/LN+haKeL3/gSbd2dDbMqTMDPGGGNMcwSbzsXCwgJisbjJmbiioqImZ+waWVtbNzteIpHA3Ny8xTGP2iYAyOVyyOXy9qTRZiZD+iH939EY6Oep/mCHQoHf7hZj8AhXSCZ+yk0fY4wxxjROsDN+MpkM3t7eSExMVFuemJgIPz+/Ztfx9fVtMj4hIQE+Pj6QSqUtjnnUNoVgu3wmLnaRQVReDtTXA+XlKAz0wYiXxkDu5MRNH2OMMca0QtAJnBcvXozQ0FD4+PjA19cXP/74IwoKCjBnzhwA9y/BXr9+HRs2bABw/wne77//HosXL8brr7+OtLQ0REREqD2tGxYWhpEjR+Lzzz/HxIkT8fvvv2Pfvn04fPiwIDk+ismQfrgpdBCMMcYY0ymCNn7BwcEoKSnBxx9/jJs3b8LT0xO7d++Gg4MDAODmzZtqc/o5OTlh9+7dWLRoEVavXg1bW1t89913mDx5smqMn58fYmJisGzZMnz44YdwcXHBli1bMGTIkA7PjzHGGGOsMxF0Hr/OStvz+DHGGGOMtddTOY8fY4wxxhjrWNz4McYYY4zpCG78GGOMMcZ0BDd+jDHGGGM6ghs/xhhjjDEdwY0fY4wxxpiOEHQev86qcYab8vJygSNhjDHGGFPX2J+0Z0Y+bvyaUVFRAQCws7MTOBLGGGOMseZVVFTAtI1f88oTODdDqVTixo0bMDExgUgk0vj2y8vLYWdnh6tXr/IE0S3gOj0e16h1uE6PxzVqHa7T43GNWudJ6kREqKiogK2tLfT02nbXHp/xa4aenh569uyp9f106dKF/1G0Atfp8bhGrcN1ejyuUetwnR6Pa9Q67a1TW8/0NeKHOxhjjDHGdAQ3fowxxhhjOoIbPwHI5XIsX74ccrlc6FA6Na7T43GNWofr9Hhco9bhOj0e16h1hKoTP9zBGGOMMaYj+IwfY4wxxpiO4MaPMcYYY0xHcOPHGGOMMaYjuPFrhzVr1sDJyQn6+vrw9vZGSkpKi+OTk5Ph7e0NfX19ODs744cffmgyJjY2Fh4eHpDL5fDw8EBcXNwT71doQtTp0KFDGD9+PGxtbSESibB9+3ZNpqRxQtQoPDwcgwYNgomJCSwtLTFp0iTk5ORoNC9NE6JOa9euRb9+/VRzbPn6+mLPnj0azUuThPq91Cg8PBwikQgLFy580lS0Sog6rVixAiKRSO1lbW2t0bw0Sahj6fr163jllVdgbm4OQ0NDDBgwAOnp6RrLS9OEqJOjo2OTY0kkEuGtt95qfeDE2iQmJoakUimtW7eOsrKyKCwsjIyMjCg/P7/Z8ZcvXyZDQ0MKCwujrKwsWrduHUmlUtq6datqTGpqKonFYlq5ciVlZ2fTypUrSSKR0J9//tnu/QpNqDrt3r2bPvjgA4qNjSUAFBcXp+1U202oGgUFBVFUVBSdPXuWMjMz6YUXXiB7e3uqrKzUes7tIVSdduzYQX/88Qfl5ORQTk4OLV26lKRSKZ09e1brObeVUDVqdOzYMXJ0dKR+/fpRWFiYttJ8YkLVafny5fTMM8/QzZs3Va+ioiKt59seQtXozp075ODgQDNnzqSjR49SXl4e7du3j3Jzc7Wec3sIVaeioiK14ygxMZEA0MGDB1sdOzd+bTR48GCaM2eO2jI3Nzd6//33mx3/7rvvkpubm9qyN998k4YOHap6P3XqVBozZozamKCgIJo2bVq79ys0oer0oM7e+HWGGhHd/0UCgJKTk9uaQofoLHUiIjIzM6P169e3JfwOIWSNKioqqHfv3pSYmEj+/v6duvETqk7Lly+n/v37P2H0HUOoGr333ns0fPjwJw2/w3SW30thYWHk4uJCSqWy1bHzpd42qKurQ3p6OkaPHq22fPTo0UhNTW12nbS0tCbjg4KCcOLECdTX17c4pnGb7dmvkISq09OkM9WorKwMANCtW7c256FtnaVOCoUCMTExuHfvHnx9fdubjlYIXaO33noLL7zwAgICAp40Fa0Suk4XL16Era0tnJycMG3aNFy+fPlJU9I4IWu0Y8cO+Pj44KWXXoKlpSW8vLywbt06TaSlcUIfSw/G8csvv2DWrFkQiUStjp8bvzYoLi6GQqGAlZWV2nIrKysUFhY2u05hYWGz4xsaGlBcXNzimMZttme/QhKqTk+TzlIjIsLixYsxfPhweHp6tjcdrRG6TmfOnIGxsTHkcjnmzJmDuLg4eHh4PGlaGiVkjWJiYnDy5EmEh4drIhWtErJOQ4YMwYYNGxAfH49169ahsLAQfn5+KCkp0URqGiNkjS5fvoy1a9eid+/eiI+Px5w5c7BgwQJs2LBBE6lplNC/lxpt374dd+/excyZM9sUv6RNoxkANOmsiajFbru58Q8vb80227pfoQlVp6eJ0DWaN28eTp8+jcOHD7cp7o4mVJ1cXV2RmZmJu3fvIjY2FjNmzEBycnKna/6Ajq/R1atXERYWhoSEBOjr6z9R7B1JiGNp7Nixqv/u27cvfH194eLigp9++gmLFy9uexJaJkSNlEolfHx8sHLlSgCAl5cXzp07h7Vr1+LVV19tXyJaJvTv74iICIwdOxa2trZtipvP+LWBhYUFxGJxk+67qKioSZfeyNrautnxEokE5ubmLY5p3GZ79iskoer0NOkMNZo/fz527NiBgwcPomfPnk+SjtYIXSeZTIZevXrBx8cH4eHh6N+/P7799tsnTUujhKpReno6ioqK4O3tDYlEAolEguTkZHz33XeQSCRQKBSaSlEjhD6WHmRkZIS+ffvi4sWL7UlFa4SskY2NTZM/qNzd3VFQUNDufLSlMxxL+fn52LdvH1577bU2x8+NXxvIZDJ4e3sjMTFRbXliYiL8/PyaXcfX17fJ+ISEBPj4+EAqlbY4pnGb7dmvkISq09NEyBoREebNm4dt27bhwIEDcHJy0kRKWtHZjiUiQm1tbVvT0CqhajRq1CicOXMGmZmZqpePjw+mT5+OzMxMiMViTaWoEZ3pWKqtrUV2djZsbGzak4rWCFmjYcOGNZlW6sKFC3BwcGh3PtrSGY6lqKgoWFpa4oUXXmh7Aq1+DIQR0V+PcEdERFBWVhYtXLiQjIyM6MqVK0RE9P7771NoaKhqfOMj3IsWLaKsrCyKiIho8gj3kSNHSCwW02effUbZ2dn02WefPXI6l0ftt7MRqk4VFRWUkZFBGRkZBIC+/vprysjI6JTT3ghVo7lz55KpqSklJSWpTQtQVVXVccm3gVB1WrJkCR06dIjy8vLo9OnTtHTpUtLT06OEhISOS76VhKrRwzr7U71C1entt9+mpKQkunz5Mv355580btw4MjEx6ZS/v4Wq0bFjx0gikdCnn35KFy9epI0bN5KhoSH98ssvHZd8Gwj5b06hUJC9vT2999577YqdG792WL16NTk4OJBMJqOBAweqTYMxY8YM8vf3VxuflJREXl5eJJPJyNHRkdauXdtkm7/99hu5urqSVColNzc3io2NbdN+OyMh6nTw4EEC0OQ1Y8YMbaT4xISoUXP1AUBRUVHaSFEjhKjTrFmzVPvs3r07jRo1qlM2fY2E+r30oM7e+BEJU6fg4GCysbEhqVRKtra29OKLL9K5c+e0kp8mCHUs7dy5kzw9PUkul5Obmxv9+OOPGs9Nk4SqU3x8PAGgnJycdsUtIvrf3YWMMcYYY+xvje/xY4wxxhjTEdz4McYYY4zpCG78GGOMMcZ0BDd+jDHGGGM6ghs/xhhjjDEdwY0fY4wxxpiO4MaPMcYYY0xHcOPHGGOMMaYjuPFjjOmUpKQkiEQi3L17t03rrVixAlZWVhCJRNi+fbtWYutsoqOj0bVrV8H2HxERgdGjR7dq7Pfff48JEyZoOSLGnn78zR2MMaSmpmLEiBEIDAzE3r17hQ5Hq+rq6nDnzh1VE9ca2dnZ8PDwQFxcHIYOHQozMzPI5XItR9qxHB0dsXDhQixcuFC1rLq6GhUVFbC0tOzweGpra+Hs7IyYmBiMGDGiVeMdHR3x22+/Yfjw4R0QIWNPJz7jxxhDZGQk5s+fj8OHD6OgoECr+1IoFFAqlVrdR0tkMhmsra1b3fQBwKVLlwAAEydOhLW1dbubvvr6+natJxQDAwNBmj4AiI2NhbGxcauaPgCQy+UICQnBqlWrtBwZY083bvwY03H37t3Dr7/+irlz52LcuHGIjo5Wfebr64v3339fbfzt27chlUpx8OBBAPfPoL377rvo0aMHjIyMMGTIECQlJanGN14u3LVrFzw8PCCXy5Gfn4/jx48jMDAQFhYWMDU1hb+/P06ePKm2r/Pnz2P48OHQ19eHh4cH9u3b1+RS6/Xr1xEcHAwzMzOYm5tj4sSJuHLlyiPzffhSb2N88fHxcHd3h7GxMcaMGYObN28CuH+Jd/z48QAAPT09tYYxKioK7u7u0NfXh5ubG9asWaP67MqVKxCJRPj111/x7LPPQl9fH7/88kur19u2bRuee+45GBoaon///khLS1PL48iRI/D394ehoSHMzMwQFBSE0tJSAAAR4YsvvoCzszMMDAzQv39/bN269ZE1efbZZ5Gfn49FixZBJBKpcnz4Uu+KFSswYMAAREZGwt7eHsbGxpg7dy4UCgW++OILWFtbw9LSEp9++qna9svKyvDGG2/A0tISXbp0wT/+8Q+cOnXqkfEAQExMTJNLt0lJSRg8eDCMjIzQtWtXDBs2DPn5+arPJ0yYgO3bt6O6urrFbTOm04gxptMiIiLIx8eHiIh27txJjo6OpFQqiYho1apVZG9vr3rfuKxHjx6kUCiIiCgkJIT8/Pzo0KFDlJubS19++SXJ5XK6cOECERFFRUWRVColPz8/OnLkCJ0/f54qKytp//799PPPP1NWVhZlZWXR7NmzycrKisrLy4mISKFQkKurKwUGBlJmZialpKTQ4MGDCQDFxcUREdG9e/eod+/eNGvWLDp9+jRlZWVRSEgIubq6Um1tbbP5Hjx4kABQaWmpWnwBAQF0/PhxSk9PJ3d3dwoJCSEiooqKCoqKiiIAdPPmTbp58yYREf34449kY2NDsbGxdPnyZYqNjaVu3bpRdHQ0ERHl5eURAHJ0dFSNuX79eqvXc3Nzo127dlFOTg5NmTKFHBwcqL6+noiIMjIySC6X09y5cykzM5POnj1Lq1atotu3bxMR0dKlS8nNzY327t1Lly5doqioKJLL5ZSUlNRsTUpKSqhnz5708ccfq+UYFRVFpqamqnHLly8nY2NjmjJlCp07d4527NhBMpmMgoKCaP78+XT+/HmKjIwkAJSWlkZEREqlkoYNG0bjx4+n48eP04ULF+jtt98mc3NzKikpeeRx2bVrV4qJiVG9r6+vJ1NTU3rnnXcoNzeXsrKyKDo6mvLz81VjKisrSSQSPTJPxhgRN36M6Tg/Pz/65ptviOj+/1wtLCwoMTGRiIiKiopIIpHQoUOHVON9fX3pX//6FxER5ebmkkgkouvXr6ttc9SoUbRkyRIiIlXTlJmZ2WIcDQ0NZGJiQjt37iQioj179pBEIlE1IUREiYmJao1fREQEubq6qjWmtbW1ZGBgQPHx8c3up7nGDwDl5uaqxqxevZqsrKxU7+Pi4ujhv5Pt7Oxo06ZNass++eQT8vX1JaK/GrjG2rZ1vfXr16s+P3fuHAGg7OxsIiJ6+eWXadiwYc3mV1lZSfr6+pSamqq2fPbs2fTyyy83uw4RkYODA/3nP/9RW9Zc42doaKhqzomIgoKCyNHRUfWHABGRq6srhYeHExHR/v37qUuXLlRTU6O2bRcXF/rvf//bbCylpaUEQO24KykpIQCPberMzMxUTTRjrClJx59jZIx1Fjk5OTh27Bi2bdsGAJBIJAgODkZkZCQCAgLQvXt3BAYGYuPGjRgxYgTy8vKQlpaGtWvXAgBOnjwJIkKfPn3UtltbWwtzc3PVe5lMhn79+qmNKSoqwkcffYQDBw7g1q1bUCgUqKqqUt1jmJOTAzs7O1hbW6vWGTx4sNo20tPTkZubCxMTE7XlNTU1qvvyWsPQ0BAuLi6q9zY2NigqKnrk+Nu3b+Pq1auYPXs2Xn/9ddXyhoYGmJqaqo318fFp13oP1svGxgbA/Zq5ubkhMzMTL730UrOxZWVloaamBoGBgWrL6+rq4OXl9cicWsvR0VGt3lZWVhCLxdDT01Nb1li/9PR0VFZWqh0PwP0HRx71M2q8VKuvr69a1q1bN8ycORNBQUEIDAxEQEAApk6dqqpNIwMDA1RVVT1Zkoz9jXHjx5gOi4iIQENDA3r06KFaRkSQSqUoLS2FmZkZpk+fjrCwMKxatQqbNm3CM888g/79+wMAlEolxGIx0tPTIRaL1bZtbGys+m8DA4MmD1PMnDkTt2/fxjfffAMHBwfI5XL4+vqirq5OFcfjHsBQKpXw9vbGxo0bm3zWvXv3VtdBKpWqvReJRKAWJjxofDhl3bp1GDJkiNpnD9fByMioXes9GFNjHRrXNzAweGxsf/zxh9rPFYBGnkRurlbNLWuMQ6lUwsbGRu2+z0aPmirG3NwcIpFIdc9io6ioKCxYsAB79+7Fli1bsGzZMiQmJmLo0KGqMXfu3GnTz54xXcONH2M6qqGhARs2bMBXX33VZK60yZMnY+PGjZg3bx4mTZqEN998E3v37sWmTZsQGhqqGufl5QWFQoGioqJWP33ZKCUlBWvWrMHzzz8PALh69SqKi4tVn7u5uaGgoAC3bt2ClZUVAOD48eNq2xg4cCC2bNmiemigo1hZWaFHjx64fPkypk+frvX1HtavXz/s378f//73v5t81vgATUFBAfz9/Vu9TZlMBoVC0e6YHmXgwIEoLCyERCKBo6Njq2Px8PBAVlZWk2PTy8sLXl5eWLJkCXx9fbFp0yZV43fp0iXU1NRo5MwmY39X/FQvYzpq165dKC0txezZs+Hp6an2mjJlCiIiIgDcP2M1ceJEfPjhh8jOzkZISIhqG3369MH06dPx6quvYtu2bcjLy8Px48fx+eefY/fu3S3uv1evXvj555+RnZ2No0ePYvr06WpnsgIDA+Hi4oIZM2bg9OnTOHLkCD744AMAf50Bmz59OiwsLDBx4kSkpKQgLy8PycnJCAsLw7Vr1zRdMjUrVqxAeHg4vv32W1y4cAFnzpxBVFQUvv76a62s96AlS5bg+PHj+Oc//4nTp0/j/PnzWLt2LYqLi2FiYoJ33nkHixYtwk8//YRLly4hIyMDq1evxk8//fTIbTo6OuLQoUO4fv26WgP+pAICAuDr64tJkyYhPj4eV65cQWpqKpYtW4YTJ048cr2goCAcPnxY9T4vLw9LlixBWloa8vPzkZCQgAsXLsDd3V01JiUlBc7OzmqX7Rlj6rjxY0xHRUREICAgoMm9ZcD9M36ZmZmq6VWmT5+OU6dOYcSIEbC3t1cbGxUVhVdffRVvv/02XF1dMWHCBBw9ehR2dnYt7j8yMhKlpaXw8vJCaGgoFixYoDZnnFgsxvbt21FZWYlBgwbhtddew7JlywD8de+XoaEhDh06BHt7e7z44otwd3fHrFmzUF1drfUzgK+99hrWr1+P6Oho9O3bF/7+/oiOjoaTk5NW1ntQnz59kJCQgFOnTmHw4MHw9fXF77//Donk/kWcTz75BB999BHCw8Ph7u6OoKAg7Ny5s8V9fPzxx7hy5QpcXFw0eqlUJBJh9+7dGDlyJGbNmoU+ffpg2rRpuHLliupMbnNef/117N69G2VlZQDu/6zPnz+PyZMno0+fPnjjjTcwb948vPnmm6p1Nm/erHbvJGOsKf7mDsbYU+PIkSMYPnw4cnNz+ayODpg6darqsu7jnD17FqNGjcKFCxea/WOGMXYf3+PHGOu04uLiYGxsjN69eyM3NxdhYWEYNmwYN3064ssvv8SOHTtaNfbGjRvYsGEDN32MPQaf8WOMdVobNmzAJ598gqtXr8LCwgIBAQH46quvmkwNwhhjrHW48WOMMcYY0xH8cAdjjDHGmI7gxo8xxhhjTEdw48cYY4wxpiO48WOMMcYY0xHc+DHGGGOM6Qhu/BhjjDHGdAQ3fowxxhhjOoIbP8YYY4wxHcGNH2OMMcaYjvj/FeS4uQsj9/MAAAAASUVORK5CYII=",
      "text/plain": [
       "<Figure size 650x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(6.5, 4))\n",
    "\n",
    "# for k, v in en_time_dict.items():\n",
    "#     if 'dense' in k: continue\n",
    "#     plt.scatter(v['avg_times'], np.abs(v['energyJ']), marker='.', alpha=0.5, label=k)\n",
    "    \n",
    "for k, v in op_time_dict.items():\n",
    "    if 'dense' in k: continue\n",
    "    for i, j in enumerate(v['energyJ']):\n",
    "        if j<0: v['energyJ'][i] = np.mean(v['energyJ'])\n",
    "        \n",
    "    plt.scatter(v['avg_times'], v['energyJ'], marker='.', alpha=0.6, label=k)\n",
    "\n",
    "plt.xlabel(\"Average inference time (s)\")\n",
    "# plt.ylabel(\"Average GFlops/Watt\")\n",
    "plt.ylabel(\"Average energy consumption (Joule)\")\n",
    "\n",
    "plt.title(\"Energy vs Time (optimized for time)\")\n",
    "plt.tight_layout()\n",
    "plt.legend(ncol=2)\n",
    "\n",
    "plt.savefig(\"time_vs_energy_opt.pdf\")\n",
    "plt.savefig(\"png_plots/time_vs_energy_opt.png\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 309,
   "id": "bbcfc0d5-6bf5-46a9-82b3-cc9635a14b62",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 650x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(6.5, 4))\n",
    "\n",
    "# for k, v in en_time_dict.items():\n",
    "#     if 'dense' in k: continue\n",
    "#     plt.scatter(v['avg_times'], np.abs(v['energyJ']), marker='.', alpha=0.5, label=k)\n",
    "    \n",
    "for k, v in en_time_dict.items():\n",
    "    if 'dense' in k: continue\n",
    "    for i, j in enumerate(v['energyJ']):\n",
    "        if j<0: v['energyJ'][i] = np.mean(v['energyJ'])\n",
    "        \n",
    "    plt.scatter(v['avg_times'], np.abs(v['energyJ']), marker='.', alpha=0.6, label=k)\n",
    "\n",
    "plt.xlabel(\"Average inference time (s)\")\n",
    "# plt.ylabel(\"Average GFlops/Watt\")\n",
    "plt.ylabel(\"Average energy consumption (Joule)\")\n",
    "\n",
    "plt.title(\"Energy vs Time (optimized for energy)\")\n",
    "\n",
    "plt.tight_layout()\n",
    "plt.legend(ncol=2)\n",
    "\n",
    "plt.savefig(\"time_vs_energy_openergy.pdf\")\n",
    "plt.savefig(\"png_plots/time_vs_energy_openergy.png\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 310,
   "id": "0c41a615-ed50-4408-8268-f60d18b6127c",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 650x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(6.5, 4))\n",
    "\n",
    "for k, v in en_time_dict.items():\n",
    "    if 'dense' in k: continue\n",
    "    plt.scatter(v['avg_times'], np.array(v['gfpws'])/10, marker='.', alpha=0.6, label=k)\n",
    "\n",
    "plt.title(\"GFlops/watt vs Time (optimized for energy)\")\n",
    "plt.xlabel(\"Average inference time (s)\")\n",
    "plt.ylabel(\"Average GFlops/Watt\")\n",
    "\n",
    "plt.tight_layout()\n",
    "plt.legend(ncol=2)\n",
    "plt.savefig(\"gfops_vs_time.pdf\")\n",
    "plt.savefig(\"png_plots/gfops_vs_time.png\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 98,
   "id": "7de94fde-4ea6-43d4-9046-f0bf5afe61b8",
   "metadata": {},
   "outputs": [],
   "source": [
    "def LeastSquares_distances(x, y):\n",
    "    x = np.array(x)\n",
    "    y = np.array(y)\n",
    "    x_mean = np.mean(x)\n",
    "    y_mean = np.mean(y)\n",
    "\n",
    "    # Calculate the slope (m) and y-intercept (b)\n",
    "    m = np.sum((x - x_mean) * (y - y_mean)) / np.sum((x - x_mean)**2)\n",
    "    b = y_mean - m * x_mean\n",
    "\n",
    "    # Line coefficients (Ax + By + C = 0)\n",
    "    A = -m\n",
    "    B = 1\n",
    "    C = -b\n",
    "\n",
    "    # Calculate the distance between each point and the line\n",
    "    distances = np.abs(A * x + B * y + C) / np.sqrt(A**2 + B**2)\n",
    "    return distances"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "0267629d-a50f-4ab7-9bb6-d068c480da6b",
   "metadata": {},
   "source": [
    "# Case study conv2d_4 (ZOOM IN)\n",
    "\n",
    "('conv2d_NCHWc.x86',\n",
    "  ('TENSOR', (1, 64, 56, 56), 'float32'),\n",
    "  ('TENSOR', (128, 64, 1, 1), 'float32'),\n",
    "  (2, 2),\n",
    "  (0, 0, 0, 0),\n",
    "  (1, 1),\n",
    "  'NCHW',\n",
    "  'NCHW',\n",
    "  'float32'),"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 158,
   "id": "2eddfea4-783f-4f92-96e3-3eb2f3b72ff3",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 650x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "conv2d4_times = en_time_dict['conv2d_4']['avg_times']\n",
    "conv2d4_energy = en_time_dict['conv2d_4']['energyJ']\n",
    "\n",
    "plt.figure(figsize=(6.5, 4))\n",
    "plt.scatter(conv2d4_times, conv2d4_energy, marker='o', alpha=0.75, label='conv2d_4')\n",
    "plt.xlim([0.00008, 0.0001])\n",
    "plt.ylim([0.00135, 0.0022])\n",
    "plt.xticks(rotation=0)\n",
    "plt.xlabel(\"Average inference time (s)\")\n",
    "plt.ylabel(\"Average energy consumption (Joule)\")\n",
    "plt.ticklabel_format(axis=\"x\", style=\"sci\", scilimits=(0,0))\n",
    "plt.ticklabel_format(axis=\"y\", style=\"sci\", scilimits=(0,0))\n",
    "plt.legend()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 152,
   "id": "96ca252c-aee4-4614-a708-3462f9bf74cd",
   "metadata": {},
   "outputs": [],
   "source": [
    "data = np.array(conv2d4_energy)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 165,
   "id": "3ee1dbeb-170b-44ad-a26b-a3107ea26e4e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.0014096825547516882"
      ]
     },
     "execution_count": 165,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "min(data[(data<0.0015) & (data>0.0014)])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 228,
   "id": "caa23c98-d950-417d-b268-c9de9bcf18a3",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.0016034406014969593"
      ]
     },
     "execution_count": 228,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "min(data[(data<0.0017) & (data>0.0016)])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 311,
   "id": "a28db238-3241-4bf6-b0a5-ac564ed30a1e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 650x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(6.5, 4))\n",
    "plt.scatter(conv2d4_times, conv2d4_energy, marker='o', alpha=0.85, label='conv2d_4')\n",
    "plt.xlim([0.00008, 0.0001])\n",
    "plt.ylim([0.00135, 0.0022])\n",
    "plt.xticks(rotation=0)\n",
    "plt.title(\"Energy vs Time (optimized for energy)\")\n",
    "plt.xlabel(\"Average inference time (s)\")\n",
    "plt.ylabel(\"Average energy consumption (Joule)\")\n",
    "plt.ticklabel_format(axis=\"x\", style=\"sci\", scilimits=(0,0))\n",
    "plt.ticklabel_format(axis=\"y\", style=\"sci\", scilimits=(0,0))\n",
    "\n",
    "plt.hlines(0.0014096825547516882, 0, 1, colors='green', linestyles='dotted', label='', linewidth=2, alpha=0.8)\n",
    "plt.hlines(0.0016034406014969593, 0, 1, colors='red', linestyles='dotted', label='', linewidth=2, alpha=0.8)\n",
    "\n",
    "plt.vlines(8.931912388617419e-05, 0, 1, colors='red', linestyles='dotted', label='', linewidth=2, alpha=0.8)\n",
    "plt.vlines(8.11818792e-05, 0, 1, colors='green', linestyles='dotted', label='', linewidth=2, alpha=0.8)\n",
    "\n",
    "plt.text(0.00008961, 0.0015, 'Reduced energy consumption by 14.3%', fontsize=10, bbox=dict(facecolor='green', alpha=0.4), style='italic')\n",
    "plt.text(0.0000823, 0.0021, 'Time increased by 10%', fontsize=10, bbox=dict(facecolor='red', alpha=0.35), style='italic')\n",
    "\n",
    "plt.tight_layout()\n",
    "plt.legend()\n",
    "\n",
    "plt.savefig(\"conv2d4_zoom.pdf\")\n",
    "plt.savefig(\"png_plots/conv2d4_zoom.png\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 242,
   "id": "0202405b-313a-49b5-9295-dbc41ac95fd5",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.142857142857143"
      ]
     },
     "execution_count": 242,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Joule\n",
    "(1.6-1.4) / 1.4"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 243,
   "id": "f0ddffe1-9014-4569-9b7a-6e290106ed65",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.10023474162414053"
      ]
     },
     "execution_count": 243,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# time increase\n",
    "(8.931912388617419e-05-8.11818792e-05) / 8.11818792e-05"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 290,
   "id": "dc38faa8-a524-4f7f-903e-7bf7fa516f75",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "lower en 124\n"
     ]
    }
   ],
   "source": [
    "conv2d4_times[np.where(data==0.0014096825547516882)[0][0]]\n",
    "print(\"lower en\", np.where(data==0.0014096825547516882)[0][0])\n",
    "\n",
    "# [\"tile_ic\", \"sp\", [-1, 16]], [\"tile_oc\", \"sp\", [-1, 8]], [\"tile_ow\", \"sp\", [-1, 2]], [\"tile_oh\", \"ot\", 2]]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 293,
   "id": "9d96dccb-4782-4359-b006-841cfe3fb442",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "high en 121\n"
     ]
    }
   ],
   "source": [
    "conv2d4_times[np.where(data==0.0016034406014969593)[0][0]]\n",
    "print(\"high en\", np.where(data==0.0016034406014969593)[0][0])\n",
    "\n",
    "# [\"tile_ic\", \"sp\", [-1, 64]], [\"tile_oc\", \"sp\", [-1, 4]], [\"tile_ow\", \"sp\", [-1, 4]], [\"tile_oh\", \"ot\", 2]]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 239,
   "id": "17ced028-0c82-43fb-9ee1-911a5f692aed",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([8.11818792e-05])"
      ]
     },
     "execution_count": 239,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "datat = np.array(conv2d4_times)\n",
    "datat[(datat<8.155104273883468e-05) & (datat>8.115104273883468e-05)]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 289,
   "id": "a95171a4-eb02-4a73-9f19-23982e7f97c2",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[('conv2d_NCHWc.x86',\n",
       "  ('TENSOR', (1, 3, 224, 224), 'float32'),\n",
       "  ('TENSOR', (64, 3, 7, 7), 'float32'),\n",
       "  (2, 2),\n",
       "  (3, 3, 3, 3),\n",
       "  (1, 1),\n",
       "  'NCHW',\n",
       "  'NCHW',\n",
       "  'float32'),\n",
       " ('conv2d_NCHWc.x86',\n",
       "  ('TENSOR', (1, 64, 56, 56), 'float32'),\n",
       "  ('TENSOR', (64, 64, 3, 3), 'float32'),\n",
       "  (1, 1),\n",
       "  (1, 1, 1, 1),\n",
       "  (1, 1),\n",
       "  'NCHW',\n",
       "  'NCHW',\n",
       "  'float32'),\n",
       " ('conv2d_NCHWc.x86',\n",
       "  ('TENSOR', (1, 64, 56, 56), 'float32'),\n",
       "  ('TENSOR', (128, 64, 3, 3), 'float32'),\n",
       "  (2, 2),\n",
       "  (1, 1, 1, 1),\n",
       "  (1, 1),\n",
       "  'NCHW',\n",
       "  'NCHW',\n",
       "  'float32'),\n",
       " ('conv2d_NCHWc.x86',\n",
       "  ('TENSOR', (1, 64, 56, 56), 'float32'),\n",
       "  ('TENSOR', (128, 64, 1, 1), 'float32'),\n",
       "  (2, 2),\n",
       "  (0, 0, 0, 0),\n",
       "  (1, 1),\n",
       "  'NCHW',\n",
       "  'NCHW',\n",
       "  'float32'),\n",
       " ('conv2d_NCHWc.x86',\n",
       "  ('TENSOR', (1, 128, 28, 28), 'float32'),\n",
       "  ('TENSOR', (128, 128, 3, 3), 'float32'),\n",
       "  (1, 1),\n",
       "  (1, 1, 1, 1),\n",
       "  (1, 1),\n",
       "  'NCHW',\n",
       "  'NCHW',\n",
       "  'float32'),\n",
       " ('conv2d_NCHWc.x86',\n",
       "  ('TENSOR', (1, 128, 28, 28), 'float32'),\n",
       "  ('TENSOR', (256, 128, 3, 3), 'float32'),\n",
       "  (2, 2),\n",
       "  (1, 1, 1, 1),\n",
       "  (1, 1),\n",
       "  'NCHW',\n",
       "  'NCHW',\n",
       "  'float32'),\n",
       " ('conv2d_NCHWc.x86',\n",
       "  ('TENSOR', (1, 128, 28, 28), 'float32'),\n",
       "  ('TENSOR', (256, 128, 1, 1), 'float32'),\n",
       "  (2, 2),\n",
       "  (0, 0, 0, 0),\n",
       "  (1, 1),\n",
       "  'NCHW',\n",
       "  'NCHW',\n",
       "  'float32'),\n",
       " ('conv2d_NCHWc.x86',\n",
       "  ('TENSOR', (1, 256, 14, 14), 'float32'),\n",
       "  ('TENSOR', (256, 256, 3, 3), 'float32'),\n",
       "  (1, 1),\n",
       "  (1, 1, 1, 1),\n",
       "  (1, 1),\n",
       "  'NCHW',\n",
       "  'NCHW',\n",
       "  'float32'),\n",
       " ('conv2d_NCHWc.x86',\n",
       "  ('TENSOR', (1, 256, 14, 14), 'float32'),\n",
       "  ('TENSOR', (512, 256, 3, 3), 'float32'),\n",
       "  (2, 2),\n",
       "  (1, 1, 1, 1),\n",
       "  (1, 1),\n",
       "  'NCHW',\n",
       "  'NCHW',\n",
       "  'float32'),\n",
       " ('conv2d_NCHWc.x86',\n",
       "  ('TENSOR', (1, 256, 14, 14), 'float32'),\n",
       "  ('TENSOR', (512, 256, 1, 1), 'float32'),\n",
       "  (2, 2),\n",
       "  (0, 0, 0, 0),\n",
       "  (1, 1),\n",
       "  'NCHW',\n",
       "  'NCHW',\n",
       "  'float32'),\n",
       " ('conv2d_NCHWc.x86',\n",
       "  ('TENSOR', (1, 512, 7, 7), 'float32'),\n",
       "  ('TENSOR', (512, 512, 3, 3), 'float32'),\n",
       "  (1, 1),\n",
       "  (1, 1, 1, 1),\n",
       "  (1, 1),\n",
       "  'NCHW',\n",
       "  'NCHW',\n",
       "  'float32'),\n",
       " ('dense_nopack.x86',\n",
       "  ('TENSOR', (1, 512), 'float32'),\n",
       "  ('TENSOR', (1000, 512), 'float32'),\n",
       "  None,\n",
       "  'float32'),\n",
       " ('dense_pack.x86',\n",
       "  ('TENSOR', (1, 512), 'float32'),\n",
       "  ('TENSOR', (1000, 512), 'float32'),\n",
       "  None,\n",
       "  'float32')]"
      ]
     },
     "execution_count": 289,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "list(raw_en_time_dict.keys())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "cb99d2e6-3795-4ff4-891e-328d1ab04675",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 148,
   "id": "6874e3f3-453d-43d5-af7e-ea4e2ac4364a",
   "metadata": {},
   "outputs": [],
   "source": [
    "# for k, v in en_time_dict.items():\n",
    "#     if 'dense' in k or 'conv2d_4' not in k: continue\n",
    "#     for i, j in enumerate(v['energyJ']):\n",
    "#         if j<0: v['energyJ'][i] = np.mean(v['energyJ'])\n",
    "        \n",
    "#     plt.figure(figsize=(6.5, 4))\n",
    "#     plt.scatter(v['avg_times'], np.abs(v['energyJ']), marker='o', alpha=0.75, label=k)\n",
    "#     plt.xlim([0.00008, 0.0001])\n",
    "#     plt.ylim([0.00135, 0.0022])\n",
    "#     plt.xticks(rotation=0)\n",
    "#     plt.xlabel(\"Average inference time (s)\")\n",
    "#     plt.ylabel(\"Average energy consumption (Joule)\")\n",
    "#     plt.ticklabel_format(axis=\"x\", style=\"sci\", scilimits=(0,0))\n",
    "#     plt.ticklabel_format(axis=\"y\", style=\"sci\", scilimits=(0,0))\n",
    "#     plt.legend()\n",
    "#     plt.show()\n",
    "\n",
    "#     distances = LeastSquares_distances(v['avg_times'], np.abs(v['energyJ']))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 141,
   "id": "bfacdd95-cfc4-49e2-a01f-1dee5795cb51",
   "metadata": {},
   "outputs": [],
   "source": [
    "# distances"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "51d3aa5f-d241-49b6-8cf4-e81444d07acd",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
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